{
  "edges": [
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "source_path:app/api/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "source_path:app/api/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/poa"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "source_path:app/api/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "source_path:app/api/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "source_path:docs/engineering/architecture/api-routes-as-adapters.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md"
      ],
      "source": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "target": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/worker"
      ],
      "source": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "target": "source_path:app/worker",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md"
      ],
      "source": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "target": "source_path:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/jobs/dispatch"
      ],
      "source": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "target": "source_path:services/execution/jobs/dispatch",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md"
      ],
      "source": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "target": "content_page:docs/engineering/architecture/scheduler-model.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "source_path:docs/engineering/architecture/designing-for-future-separation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md"
      ],
      "source": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "target": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "source_path:docs/engineering/architecture/explicit-publish-steps.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/publish_serving_snapshots/run.py"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "source_path:jobs/lakehouse/publish_serving_snapshots/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md"
      ],
      "source": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "target": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:app",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:docs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "source_path:services",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "content_page:docs/engineering/architecture/platform-layers.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "target": "content_page:docs/engineering/concepts/engineering-principles.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:app/api",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:app/web/app",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/oltp-vs-analytics-boundaries.md"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/oltp-vs-analytics-boundaries.md"
      ],
      "source": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "target": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "source_path:docs/engineering/architecture/one-database-many-responsibilities.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "source": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "target": "content_page:docs/engineering/architecture/platform-layers.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:docs/engineering/architecture/platform-layers.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:libs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:pipelines",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "source_path:services",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "source": "content_page:docs/engineering/architecture/platform-layers.md",
      "target": "content_page:docs/engineering/start/platform-map.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/scheduler"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "source_path:app/scheduler",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/scheduled-jobs.md"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "source_path:docs/engineering/architecture/scheduled-jobs.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/ops/ensure_code_dags/run.py"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "source_path:jobs/ops/ensure_code_dags/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/job_schedules"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "source_path:services/ops/job_schedules",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/scheduled-jobs.md"
      ],
      "source": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "target": "content_page:docs/engineering/architecture/scheduler-model.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/scheduler"
      ],
      "source": "content_page:docs/engineering/architecture/scheduler-model.md",
      "target": "source_path:app/scheduler",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/scheduler-model.md"
      ],
      "source": "content_page:docs/engineering/architecture/scheduler-model.md",
      "target": "source_path:docs/engineering/architecture/scheduler-model.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/architecture/scheduler-model.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/runtime"
      ],
      "source": "content_page:docs/engineering/architecture/scheduler-model.md",
      "target": "source_path:services/execution/runtime",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/job_schedules"
      ],
      "source": "content_page:docs/engineering/architecture/scheduler-model.md",
      "target": "source_path:services/ops/job_schedules",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/serving-snapshots.md"
      ],
      "source": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "target": "source_path:docs/engineering/architecture/serving-snapshots.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/publish_serving_snapshots/run.py"
      ],
      "source": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "target": "source_path:jobs/lakehouse/publish_serving_snapshots/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/serving-snapshots.md"
      ],
      "source": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "target": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/worker"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "source_path:app/worker",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/worker-leases-and-recovery.md"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "source_path:docs/engineering/architecture/worker-leases-and-recovery.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/ops/recover_stale_runs/run.py"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "source_path:jobs/ops/recover_stale_runs/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/jobs"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "source_path:services/ops/execution_state/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/worker-leases-and-recovery.md"
      ],
      "source": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "target": "content_page:docs/engineering/architecture/scheduler-model.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/approval-and-actor-context.md"
      ],
      "source": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "target": "source_path:docs/engineering/concepts/approval-and-actor-context.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/auth.md"
      ],
      "source": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "target": "source_path:docs/reference/auth.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/auth"
      ],
      "source": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "target": "source_path:services/auth",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/events"
      ],
      "source": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "target": "source_path:services/workflow/events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/reviews"
      ],
      "source": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "target": "source_path:services/workflow/reviews",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "source_path:app/web/app/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/artifact-viewers.md"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "source_path:docs/engineering/concepts/artifact-viewers.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/document_runtime"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "source_path:services/poa/document_runtime",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/documents"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "source_path:services/precon/documents",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/artifacts"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "source_path:services/workflow/artifacts",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/artifact-viewers.md"
      ],
      "source": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "target": "content_page:docs/engineering/concepts/review-queues.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/time-review"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "source_path:app/web/app/payroll/time-review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/audit-timelines.md"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "source_path:docs/engineering/concepts/audit-timelines.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/observability"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "source_path:services/precon/observability",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/events"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "source_path:services/workflow/events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/audit-timelines.md"
      ],
      "source": "content_page:docs/engineering/concepts/audit-timelines.md",
      "target": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/bronze-ingestion.md"
      ],
      "source": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "target": "source_path:docs/engineering/concepts/bronze-ingestion.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse"
      ],
      "source": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "target": "source_path:jobs/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/ingest"
      ],
      "source": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "target": "source_path:pipelines/lakehouse/ingest",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/bronze-ingestion.md"
      ],
      "source": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "target": "content_page:docs/engineering/concepts/context-everywhere.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/canonical-entities.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/canonical-entities.md"
      ],
      "source": "content_page:docs/engineering/concepts/canonical-entities.md",
      "target": "source_path:docs/engineering/concepts/canonical-entities.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/silver"
      ],
      "source": "content_page:docs/engineering/concepts/canonical-entities.md",
      "target": "source_path:pipelines/lakehouse/transform/silver",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "content_page:docs/engineering/concepts/canonical-entities.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/canonical-entities.md"
      ],
      "source": "content_page:docs/engineering/concepts/canonical-entities.md",
      "target": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/cases-issues-events.md"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "source_path:docs/engineering/concepts/cases-issues-events.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/cases"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "source_path:services/workflow/cases",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/events"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "source_path:services/workflow/events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/issues"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "source_path:services/workflow/issues",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/cases-issues-events.md"
      ],
      "source": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "target": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "content_page:docs/engineering/concepts/context-everywhere.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/context-everywhere.md"
      ],
      "source": "content_page:docs/engineering/concepts/context-everywhere.md",
      "target": "source_path:docs/engineering/concepts/context-everywhere.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/context-everywhere.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "content_page:docs/engineering/concepts/context-everywhere.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/context-everywhere.md"
      ],
      "source": "content_page:docs/engineering/concepts/context-everywhere.md",
      "target": "content_page:docs/engineering/concepts/engineering-principles.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/crosswalks-and-identity.md"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "source_path:docs/engineering/concepts/crosswalks-and-identity.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/technician_xwalk_build/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "source_path:jobs/lakehouse/technician_xwalk_build/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/vendor_xwalk_build/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "source_path:jobs/lakehouse/vendor_xwalk_build/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/silver"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "source_path:pipelines/lakehouse/transform/silver",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/crosswalks-and-identity.md"
      ],
      "source": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "target": "content_page:docs/engineering/concepts/canonical-entities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/dags"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "source_path:app/api/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/dags.md"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "source_path:docs/domains/dags.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/dag-primitives.md"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "source_path:docs/engineering/concepts/dag-primitives.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/dags"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "source_path:services/execution/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/dags"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "source_path:services/ops/execution_state/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/dag-primitives.md"
      ],
      "source": "content_page:docs/engineering/concepts/dag-primitives.md",
      "target": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "content_page:docs/engineering/concepts/engineering-principles.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/engineering-principles.md"
      ],
      "source": "content_page:docs/engineering/concepts/engineering-principles.md",
      "target": "source_path:docs/engineering/concepts/engineering-principles.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/engineering-principles.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/engineering-principles.md"
      ],
      "source": "content_page:docs/engineering/concepts/engineering-principles.md",
      "target": "content_page:docs/engineering/start/platform-map.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/external-command-outbox.md"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "source_path:docs/engineering/concepts/external-command-outbox.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/dispatch_external_commands"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "source_path:jobs/poa/dispatch_external_commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/actions"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "source_path:services/marketing/runtime/actions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/commands"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "source_path:services/poa/commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/commands"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "source_path:services/workflow/commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/external-command-outbox.md"
      ],
      "source": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "target": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "content_page:docs/engineering/concepts/failures-are-data.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "source": "content_page:docs/engineering/concepts/failures-are-data.md",
      "target": "source_path:docs/engineering/concepts/failures-are-data.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/failures-are-data.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "content_page:docs/engineering/concepts/failures-are-data.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "source": "content_page:docs/engineering/concepts/failures-are-data.md",
      "target": "content_page:docs/engineering/concepts/engineering-principles.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/dags.md"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "source_path:docs/domains/dags.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/freshness-and-data-ready-checks.md"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "source_path:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/dags/definitions/registry.py"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "source_path:services/execution/dags/definitions/registry.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/freshness-and-data-ready-checks.md"
      ],
      "source": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "target": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/geo.md"
      ],
      "source": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "target": "source_path:docs/domains/geo.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/geo-source-discovery.md"
      ],
      "source": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "target": "source_path:docs/engineering/concepts/geo-source-discovery.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/source_discovery"
      ],
      "source": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "target": "source_path:jobs/geo/source_discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/discovery"
      ],
      "source": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "target": "source_path:libs/geo/discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/discovery"
      ],
      "source": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "target": "source_path:services/geo/discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/gold-operational-facts.md"
      ],
      "source": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "target": "source_path:docs/engineering/concepts/gold-operational-facts.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/gold_daily_refresh/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "target": "source_path:jobs/lakehouse/gold_daily_refresh/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/gold"
      ],
      "source": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "target": "source_path:pipelines/lakehouse/transform/gold",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/gold-operational-facts.md"
      ],
      "source": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "target": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/geo.md"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "source_path:docs/domains/geo.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/hex-scoring-and-travel-time.md"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "source_path:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_travel_time_matrix"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "source_path:jobs/geo/build_hex_travel_time_matrix",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/scoring"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "source_path:libs/geo/scoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/features"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "source_path:services/geo/features",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/hex-scoring-and-travel-time.md"
      ],
      "source": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "target": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/idempotency-in-operational-jobs.md"
      ],
      "source": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "target": "source_path:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/linkage"
      ],
      "source": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "target": "source_path:services/data_sync/linkage",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "target": "source_path:services/ops/execution_state/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/idempotency-in-operational-jobs.md"
      ],
      "source": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "target": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/incremental-source-seeding.md"
      ],
      "source": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "target": "source_path:docs/engineering/concepts/incremental-source-seeding.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/servicetitan_incremental_seed/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "target": "source_path:jobs/lakehouse/servicetitan_incremental_seed/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/ingest"
      ],
      "source": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "target": "source_path:pipelines/lakehouse/ingest",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/incremental-source-seeding.md"
      ],
      "source": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "target": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "source_path:docs/domains/poa-greenfield-route-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/issue-taxonomy.md"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "source_path:docs/engineering/concepts/issue-taxonomy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/poa/diagnostics"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "source_path:libs/poa/diagnostics",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/workflow/issues"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "source_path:libs/workflow/issues",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/issues"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "source_path:services/workflow/issues",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/issue-taxonomy.md"
      ],
      "source": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "target": "content_page:docs/engineering/concepts/failures-are-data.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/job-run-state.md"
      ],
      "source": "content_page:docs/engineering/concepts/job-run-state.md",
      "target": "source_path:docs/engineering/concepts/job-run-state.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/concepts/job-run-state.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/jobs/runner"
      ],
      "source": "content_page:docs/engineering/concepts/job-run-state.md",
      "target": "source_path:services/execution/jobs/runner",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/job-run-state.md",
      "target": "source_path:services/ops/execution_state/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/job-run-state.md"
      ],
      "source": "content_page:docs/engineering/concepts/job-run-state.md",
      "target": "content_page:docs/engineering/concepts/dag-primitives.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "source_path:docs/engineering/concepts/jobs-escalate-to-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "source_path:services/poa/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "source_path:services/precon/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/reviews"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "source_path:services/workflow/reviews",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md"
      ],
      "source": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "target": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-analytics-facts.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "source_path:docs/engineering/concepts/marketing-analytics-facts.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_analytics_snapshots/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "source_path:jobs/marketing/publish_analytics_snapshots/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_lifecycle_facts/run.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "source_path:jobs/marketing/publish_lifecycle_facts/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "source_path:services/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-analytics-facts.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "target": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-audiences.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "target": "source_path:docs/engineering/concepts/marketing-audiences.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/audience_studio"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "target": "source_path:services/marketing/authoring/audience_studio",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/audience"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "target": "source_path:services/marketing/runtime/audience",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/members"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "target": "source_path:services/marketing/runtime/members",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-campaigns-and-templates.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "target": "source_path:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/marketing/authoring"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "target": "source_path:libs/marketing/authoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/campaign_authoring"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "target": "source_path:services/marketing/authoring/campaign_authoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/flow_studio"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "target": "source_path:services/marketing/authoring/flow_studio",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/template_studio"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "target": "source_path:services/marketing/authoring/template_studio",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "source_path:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/validate_lifecycle_quality"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "source_path:jobs/marketing/validate_lifecycle_quality",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/lifecycle_publication.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "source_path:services/marketing/analytics/lifecycle_publication.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/lifecycle_publication_quality_queries.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "source_path:services/marketing/analytics/lifecycle_publication_quality_queries.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/console/insights/quality_signals.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "source_path:services/marketing/console/insights/quality_signals.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "target": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-response-attribution.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "source_path:docs/engineering/concepts/marketing-response-attribution.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/measure_publication"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "source_path:services/marketing/analytics/measure_publication",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/response_events"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "source_path:services/marketing/analytics/response_events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/console/insights"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "source_path:services/marketing/console/insights",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-response-attribution.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "target": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "source_path:docs/engineering/concepts/marketing-run-render-action-model.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/actions"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "source_path:services/marketing/runtime/actions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/flow_advancement.py"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "source_path:services/marketing/runtime/flow_advancement.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/run_start"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "source_path:services/marketing/runtime/run_start",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "target": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-suppression-policy.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "source_path:docs/engineering/concepts/marketing-suppression-policy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/sync_global_suppression_registry"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "source_path:jobs/marketing/sync_global_suppression_registry",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/suppression_policies"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "source_path:services/marketing/authoring/suppression_policies",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/members"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "source_path:services/marketing/runtime/members",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-suppression-policy.md"
      ],
      "source": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "target": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/messy-edge-typed-inside.md"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "source_path:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "source_path:integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "source_path:libs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "source_path:services",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/messy-edge-typed-inside.md"
      ],
      "source": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "target": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "source_path:docs/engineering/concepts/morning-brief-and-notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "source_path:jobs/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/morning_brief"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "source_path:libs/morning_brief",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "source": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "target": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/exceptions"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "source_path:app/web/app/payroll/exceptions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "source_path:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/operations.py"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "source_path:services/payroll/time_review/operations.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_dispatch.py"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "source_path:services/payroll/time_review/sync_dispatch.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_failure_blockers.py"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "source_path:services/payroll/time_review/sync_failure_blockers.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "target": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll/time_review"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "source_path:app/api/payroll/time_review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/time-review"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "source_path:app/web/app/payroll/time-review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "source_path:docs/engineering/concepts/payroll-time-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/data_sync/payroll"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "source_path:libs/data_sync/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "source_path:services/payroll/time_review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "source": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "target": "content_page:docs/engineering/concepts/review-queues.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "source_path:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "source": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "target": "content_page:docs/engineering/architecture/platform-layers.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "source_path:docs/engineering/concepts/poa-external-sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/dispatch_external_commands"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "source_path:jobs/poa/dispatch_external_commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/sync_to_spectrum"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "source_path:jobs/poa/sync_to_spectrum",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/commands"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "source_path:services/poa/commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "target": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "source_path:docs/engineering/concepts/poa-interpretation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/poa/interpretation"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "source_path:libs/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/document_runtime"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "source_path:services/poa/document_runtime",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "target": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "source_path:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/poa/matching"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "source_path:libs/poa/matching",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/lookups"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "source_path:services/poa/lookups",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/matching"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "source_path:services/poa/matching",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/policy"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "source_path:services/poa/policy",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "target": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "source_path:app/web/app/poa-greenfield",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "source_path:docs/domains/poa-greenfield-route-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "source_path:docs/engineering/concepts/poa-operator-repair-surface.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/api/greenfield/operator"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "source_path:services/poa/api/greenfield/operator",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/review/workflow"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "source_path:services/poa/review/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "target": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-source-intake.md"
      ],
      "source": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "target": "source_path:docs/engineering/concepts/poa-source-intake.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/process_inbox"
      ],
      "source": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "target": "source_path:jobs/poa/process_inbox",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/intake"
      ],
      "source": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "target": "source_path:services/poa/intake",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/persistence"
      ],
      "source": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "target": "source_path:services/poa/persistence",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "source_path:docs/engineering/concepts/precon-document-publication.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/publish_portal_documents"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "source_path:jobs/precon/publish_portal_documents",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/documents"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "source_path:services/precon/documents",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/storage"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "source_path:services/precon/storage",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "target": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "source_path:app/web/app/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "source_path:docs/engineering/concepts/precon-estimator-workspace.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "source_path:services/precon/opportunities",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/planning"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "source_path:services/precon/planning",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/review"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "source_path:services/precon/review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "target": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "target": "source_path:docs/engineering/concepts/precon-opportunity-intake.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/process_mail_event"
      ],
      "source": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "target": "source_path:jobs/precon/process_mail_event",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/intake"
      ],
      "source": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "target": "source_path:services/precon/intake",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/mailbox"
      ],
      "source": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "target": "source_path:services/precon/mailbox",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "source_path:docs/engineering/concepts/precon-portal-acquisition.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/crawl_portal_sources"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "source_path:jobs/precon/crawl_portal_sources",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_portal_acquisition"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "source_path:jobs/precon/preview_portal_acquisition",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "source_path:services/precon/portals",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "target": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "source_path:docs/engineering/concepts/precon-rfi-drafting.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/correspondence"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "source_path:services/precon/correspondence",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/rfi"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "source_path:services/precon/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/solicitations"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "source_path:services/precon/solicitations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "target": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "source_path:docs/engineering/concepts/precon-sizing-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/precon-sizing-phase-9-benchmark.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "source_path:docs/reference/precon-sizing-phase-9-benchmark.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_opportunity_sizing"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "source_path:jobs/precon/preview_opportunity_sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "source_path:services/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "target": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "source_path:app/web/app/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "source_path:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/operations"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "source_path:services/precon/operations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "source_path:services/precon/opportunities",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "source": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "target": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "source_path:app/web/app/poa-greenfield",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "source_path:docs/engineering/concepts/repair-actions.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/review/workflow"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "source_path:services/poa/review/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/review"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "source_path:services/precon/review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/reviews"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "source_path:services/workflow/reviews",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "source": "content_page:docs/engineering/concepts/repair-actions.md",
      "target": "content_page:docs/engineering/concepts/review-queues.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/residential-and-commercial-prospecting.md"
      ],
      "source": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "target": "source_path:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/prospecting/commercial_industrial"
      ],
      "source": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "target": "source_path:jobs/prospecting/commercial_industrial",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/prospecting/commercial_industrial.py"
      ],
      "source": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "target": "source_path:libs/prospecting/commercial_industrial.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/prospecting/residential.py"
      ],
      "source": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "target": "source_path:libs/prospecting/residential.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/prospecting/jobs/residential"
      ],
      "source": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "target": "source_path:services/prospecting/jobs/residential",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/jobs/routes/control.py"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "source_path:app/api/jobs/routes/control.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/retry-resume-cancel.md"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "source_path:docs/engineering/concepts/retry-resume-cancel.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "source_path:services/execution/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "source_path:services/ops/execution_state/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/retry-resume-cancel.md"
      ],
      "source": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "target": "content_page:docs/engineering/concepts/job-run-state.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "source_path:app/web/app/poa-greenfield",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/review-queues.md"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "source_path:docs/engineering/concepts/review-queues.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/reviews"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "source_path:services/workflow/reviews",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/review-queues.md"
      ],
      "source": "content_page:docs/engineering/concepts/review-queues.md",
      "target": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/run-artifacts-and-observability.md"
      ],
      "source": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "target": "source_path:docs/engineering/concepts/run-artifacts-and-observability.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/execution_state/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "target": "source_path:services/ops/execution_state/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops/observability"
      ],
      "source": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "target": "source_path:services/ops/observability",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/run-artifacts-and-observability.md"
      ],
      "source": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "target": "content_page:docs/engineering/concepts/job-run-state.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/services-expose-capabilities.md"
      ],
      "source": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "target": "source_path:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/service-package-categories.md"
      ],
      "source": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "target": "source_path:docs/reference/service-package-categories.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services"
      ],
      "source": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "target": "source_path:services",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/services-expose-capabilities.md"
      ],
      "source": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "target": "content_page:docs/engineering/architecture/platform-layers.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "source_path:docs/engineering/concepts/shared-workflow-primitives.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/workflow"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "source_path:libs/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md"
      ],
      "source": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "target": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/silver-canonicalization.md"
      ],
      "source": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "target": "source_path:docs/engineering/concepts/silver-canonicalization.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/silver"
      ],
      "source": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "target": "source_path:pipelines/lakehouse/transform/silver",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/silver-canonicalization.md"
      ],
      "source": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "target": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "source": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "target": "source_path:docs/engineering/concepts/ui-window-into-operations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "source": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "target": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/workflow-resumption.md"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "source_path:docs/engineering/concepts/workflow-resumption.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/drain_processing_tasks"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "source_path:jobs/precon/drain_processing_tasks",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "source_path:services/poa/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/locks"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "source_path:services/workflow/locks",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/resumption"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "source_path:services/workflow/resumption",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/workflow-resumption.md"
      ],
      "source": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "target": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/microsoft-graph-sharepoint.md"
      ],
      "source": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "target": "source_path:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_microsoft"
      ],
      "source": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "target": "source_path:integrations/ext_microsoft",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications/microsoft.py"
      ],
      "source": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "target": "source_path:services/notifications/microsoft.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/microsoft-graph-sharepoint.md"
      ],
      "source": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "target": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md"
      ],
      "source": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "target": "source_path:docs/engineering/reference/postmark-and-email-delivery.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_postmark"
      ],
      "source": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "target": "source_path:integrations/ext_postmark",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications/email.py"
      ],
      "source": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "target": "source_path:services/notifications/email.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md"
      ],
      "source": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "target": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "source_path:docs/engineering/reference/quickbooks-online-integration.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_quickbooks_online"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "source_path:integrations/ext_quickbooks_online",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/ingest/quickbooks_online"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "source_path:pipelines/lakehouse/ingest/quickbooks_online",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/quickbooks_online"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "source_path:services/data_sync/jobs/quickbooks_online",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "target": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/servicetitan-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "source_path:docs/engineering/reference/servicetitan-integration.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_servicetitan"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "source_path:integrations/ext_servicetitan",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/ingest/servicetitan"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "source_path:pipelines/lakehouse/ingest/servicetitan",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/services/domains/servicetitan"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "source_path:services/lkci_lakehouse/services/domains/servicetitan",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/servicetitan-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/servicetitan-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "target": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/spectrum-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "source_path:docs/engineering/reference/spectrum-integration.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_spectrum"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "source_path:integrations/ext_spectrum",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/ingest/spectrum"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "source_path:pipelines/lakehouse/ingest/spectrum",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "source_path:services/data_sync/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/spectrum-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/spectrum-integration.md"
      ],
      "source": "content_page:docs/engineering/reference/spectrum-integration.md",
      "target": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "source": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "target": "source_path:docs/engineering/reference/thin-jobs-fat-services.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "source": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "target": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "source": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "target": "content_page:docs/engineering/concepts/failures-are-data.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "source": "content_page:docs/engineering/start/platform-map.md",
      "target": "source_path:docs/engineering/start/platform-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "content_page:docs/engineering/start/platform-map.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "content_page:docs/engineering/start/platform-map.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/service-package-categories.md"
      ],
      "source": "content_page:docs/engineering/start/platform-map.md",
      "target": "source_path:docs/reference/service-package-categories.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-in-operational-workflows.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:docs/engineering/threads/ai-in-operational-workflows.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/llm"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:services/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:services/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/llm"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "source_path:tests/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-in-operational-workflows.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/approval-and-actor-context.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-campaigns-and-templates.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "content_page:docs/engineering/concepts/repair-actions.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/llm-ocr-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "target": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/llm"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:services/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:services/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/llm"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "source_path:tests/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "target": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/automation-with-human-repair.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "source_path:docs/engineering/threads/automation-with-human-repair.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/artifact-viewers.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/audit-timelines.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/audit-timelines.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/cases-issues-events.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/external-command-outbox.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/issue-taxonomy.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/repair-actions.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/review-queues.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/review-queues.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/workflow-resumption.md"
      ],
      "source": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "target": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "source_path:docs/engineering/threads/data-boundaries.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "source_path:pipelines/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "thread:docs/engineering/threads/platform-foundation.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/serving-snapshots.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/bronze-ingestion.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/canonical-entities.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/canonical-entities.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/context-everywhere.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/context-everywhere.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/freshness-and-data-ready-checks.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/gold-operational-facts.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/silver-canonicalization.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "thread:docs/engineering/threads/data-publication-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/data-boundaries.md",
      "target": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-product-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:docs/engineering/threads/data-product-boundaries.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:jobs/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:pipelines/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:services/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:tests/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "source_path:tests/pipelines",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-product-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "thread:docs/engineering/threads/data-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-product-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/data-product-boundaries.md",
      "target": "thread:docs/engineering/threads/data-boundaries.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:docs/engineering/threads/data-publication-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:jobs/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:jobs/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:pipelines/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/publish/serving"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:pipelines/lakehouse/publish/serving",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:services/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/serving_snapshots"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:services/marketing/analytics/serving_snapshots",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/dags/test_code_defined_dag_registry.py"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:tests/dags/test_code_defined_dag_registry.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines/test_serving_publish.py"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "source_path:tests/pipelines/test_serving_publish.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "thread:docs/engineering/threads/data-product-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/data-publication-methodology.md",
      "target": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/workflow"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:app/api/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-to-review-surface.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:docs/engineering/threads/data-to-review-surface.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/workflow"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:jobs/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/workflow"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "source_path:tests/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-to-review-surface.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "thread:docs/engineering/threads/data-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/approval-and-actor-context.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/artifact-viewers.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/audit-timelines.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/audit-timelines.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/cases-issues-events.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/issue-taxonomy.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-source-intake.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/repair-actions.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/review-queues.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/review-queues.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "source": "thread:docs/engineering/threads/data-to-review-surface.md",
      "target": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-accounting-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/data-sync-spectrum-accounting-duplicates.md"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:jobs/data_sync/qbo/sync_accounting_qbo/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/sync_accounting/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:jobs/data_sync/spectrum/sync_accounting/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/data_sync/accounting"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:libs/data_sync/accounting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/data_sync/adapters/accounting.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:libs/data_sync/adapters/accounting.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/quickbooks_online/accounting"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:services/data_sync/jobs/quickbooks_online/accounting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/sync_accounting"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:services/data_sync/jobs/sync_accounting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_accounting_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:tests/jobs/test_sync_accounting_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "source_path:tests/jobs/test_sync_accounting_qbo_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-accounting-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-accounting-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "target": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/accounts-receivable-surface.md"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:docs/engineering/concepts/accounts-receivable-surface.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-and-ar-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:docs/engineering/threads/finance-and-ar-surfaces.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/data-sync-spectrum-accounting-duplicates.md"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:jobs/data_sync/qbo/sync_accounting_qbo/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/sync_accounting/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:jobs/data_sync/spectrum/sync_accounting/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/quickbooks_online"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:services/data_sync/jobs/quickbooks_online",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/sync_accounting"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:services/data_sync/jobs/sync_accounting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/data_sync/test_st_accounting_invoice_candidates.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:tests/data_sync/test_st_accounting_invoice_candidates.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "source_path:tests/jobs/test_sync_accounting_qbo_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-and-ar-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "thread:docs/engineering/threads/data-product-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "target": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:docs/engineering/threads/finance-ar-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:jobs/data_sync/qbo/sync_accounting_qbo/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/sync_accounting/run.py"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:jobs/data_sync/spectrum/sync_accounting/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/quickbooks_online"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:services/data_sync/jobs/quickbooks_online",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/sync_accounting"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:services/data_sync/jobs/sync_accounting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/data_sync"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:tests/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "source_path:tests/jobs/test_sync_accounting_qbo_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "target": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_drive_time_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/build_drive_time_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_accessibility_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/build_hex_accessibility_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/build_hex_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_travel_time_matrix/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/build_hex_travel_time_matrix/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_parcel_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/build_parcel_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/export_map_layer/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/export_map_layer/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/score_hexes/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/score_hexes/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/smooth_hex_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:jobs/geo/smooth_hex_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/h3"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:libs/geo/h3",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/routing"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:libs/geo/routing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/scoring"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:libs/geo/scoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/features"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:services/geo/features",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/routing"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:services/geo/routing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_features_and_scoring.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:tests/geo/test_features_and_scoring.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_routing_drive_time.py"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "source_path:tests/geo/test_routing_drive_time.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "target": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/audiences"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:app/api/marketing/audiences",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/audiences"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:app/web/app/marketing/audiences",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-marketing-audience-handoff.md"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/selections"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:services/geo/selections",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/geo_audience_import"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:services/marketing/authoring/geo_audience_import",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/audience"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:services/marketing/runtime/audience",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:services/marketing/runtime/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_marketing_outcome_overlay_contract.py"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:tests/geo/test_marketing_outcome_overlay_contract.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_geo_selection_audience_source.py"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "source_path:tests/marketing/test_geo_selection_audience_source.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-marketing-audience-handoff.md"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-marketing-audience-handoff.md"
      ],
      "source": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/geo_analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:app/api/geo_analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/geo-analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:app/web/app/geo-analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:docs/engineering/threads/geo-prospecting-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:jobs/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:jobs/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:jobs/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:libs/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:services/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:services/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "source_path:services/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "target": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/geo_analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:app/api/geo_analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/geo-analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:app/web/app/geo-analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/geo.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:docs/domains/geo.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-prospecting-system.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:docs/engineering/threads/geo-prospecting-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_radar"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:integrations/ext_radar",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:jobs/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:jobs/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:jobs/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:libs/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:services/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:services/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/prospecting"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:services/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "source_path:tests/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/geo-source-discovery.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/hex-scoring-and-travel-time.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/residential-and-commercial-prospecting.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/geo_analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:app/api/geo_analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/geo-analysis"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:app/web/app/marketing/geo-analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-saved-selections.md"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:docs/engineering/threads/geo-saved-selections.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/selections"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:services/geo/selections",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:services/lkci_lakehouse/models/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_saved_selection_service.py"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:tests/geo/test_saved_selection_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_selection_summary_service.py"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "source_path:tests/geo/test_selection_summary_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-saved-selections.md"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-saved-selections.md"
      ],
      "source": "thread:docs/engineering/threads/geo-saved-selections.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "config/geo"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:config/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/geo.md"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:docs/domains/geo.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-source-discovery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:docs/engineering/threads/geo-source-discovery-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/source_discovery"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:jobs/geo/source_discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/geo/discovery"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:libs/geo/discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/discovery"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:services/geo/discovery",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_source_discovery_reporting.py"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:tests/geo/test_source_discovery_reporting.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_source_discovery_scoring.py"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "source_path:tests/geo/test_source_discovery_scoring.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-source-discovery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geo-source-discovery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geocoding-and-radar.md"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:docs/engineering/threads/geocoding-and-radar.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_radar"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:integrations/ext_radar",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:jobs/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geocoding"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:services/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_geocoding_config.py"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:tests/geo/test_geocoding_config.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/integrations/test_devnet_wedge_runtime_defaults.py"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "source_path:tests/integrations/test_devnet_wedge_runtime_defaults.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geocoding-and-radar.md"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/geocoding-and-radar.md"
      ],
      "source": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/h3-features-and-travel-time.md"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:docs/engineering/threads/h3-features-and-travel-time.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_accessibility_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:jobs/geo/build_hex_accessibility_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_features/run.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:jobs/geo/build_hex_features/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/build_hex_travel_time_matrix/run.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:jobs/geo/build_hex_travel_time_matrix/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/geo/score_hexes/run.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:jobs/geo/score_hexes/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/features"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:services/geo/features",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/routing"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:services/geo/routing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_features_and_scoring.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:tests/geo/test_features_and_scoring.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_routing_drive_time.py"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "source_path:tests/geo/test_routing_drive_time.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/h3-features-and-travel-time.md"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/h3-features-and-travel-time.md"
      ],
      "source": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/integration-provider-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:docs/engineering/threads/integration-provider-boundaries.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/auth"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/auth",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geocoding"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/llm"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/integrations"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "source_path:tests/integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/integration-provider-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/integration-provider-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "target": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/data_sync.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:docs/domains/data_sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/integrations-and-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:docs/engineering/threads/integrations-and-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/auth.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:docs/reference/auth.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:services/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geocoding"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:services/geocoding",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/integrations"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "source_path:tests/integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/microsoft-graph-sharepoint.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/servicetitan-integration.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/spectrum-integration.md"
      ],
      "source": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "target": "content_page:docs/engineering/reference/spectrum-integration.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/dags"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:app/api/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/jobs"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:app/api/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/dags"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:app/web/app/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/jobs"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:app/web/app/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/dags.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:docs/domains/dags.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/jobs-and-dag-execution-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:services/execution",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/dags"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:tests/dags",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:tests/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/ops"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "source_path:tests/ops",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/jobs-and-dag-execution-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/jobs-and-dag-execution-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "target": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/dags.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "source_path:docs/domains/dags.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/lakehouse.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "source_path:docs/domains/lakehouse.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-and-execution.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "source_path:docs/engineering/threads/lakehouse-and-execution.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "source_path:docs/reference/job-execution-modes.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/job-layout.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "source_path:docs/reference/job-layout.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-and-execution.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "thread:docs/engineering/threads/data-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/scheduler-model.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/architecture/scheduler-model.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/worker-leases-and-recovery.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/crosswalks-and-identity.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/dag-primitives.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/concepts/dag-primitives.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/incremental-source-seeding.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-analytics-facts.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "thread:docs/engineering/threads/data-publication-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "target": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:jobs/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:jobs/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:pipelines/lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:services/data_sync",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "source_path:services/lkci_lakehouse",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "thread:docs/engineering/threads/data-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "target": "thread:docs/engineering/threads/data-publication-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/llm-ocr-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/morning_brief/validation.py"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:libs/morning_brief/validation.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/llm"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:services/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/rfi/drafting"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:services/precon/rfi/drafting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/inference"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/inference",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines/test_morning_brief_prompt_validation_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:tests/pipelines/test_morning_brief_prompt_validation_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_sizing_inference_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:tests/precon/test_precon_sizing_inference_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_solicitation_determination_validation.py"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "source_path:tests/precon/test_solicitation_determination_validation.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/llm-ocr-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "target": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:docs/engineering/threads/marketing-attribution-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_analytics_snapshots/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:jobs/marketing/publish_analytics_snapshots/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_lifecycle_facts/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:jobs/marketing/publish_lifecycle_facts/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_measure_facts/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:jobs/marketing/publish_measure_facts/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_source_events/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:jobs/marketing/publish_source_events/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/marketing/analytics"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:libs/marketing/analytics",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/lifecycle_publication.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/lifecycle_publication.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/lifecycle_publication_quality.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/lifecycle_publication_quality.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/measure_publication"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/measure_publication",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/response_events"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/response_events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/serving_snapshots"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/serving_snapshots",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics/source_events"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:services/marketing/analytics/source_events",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_lifecycle_publication.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:tests/marketing/test_lifecycle_publication.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_response_attribution_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "source_path:tests/marketing/test_response_attribution_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "target": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/audiences"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:app/api/marketing/audiences",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/audiences"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:app/web/app/marketing/audiences",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/geo-analysis"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:app/web/app/marketing/geo-analysis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-building.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:docs/engineering/threads/marketing-audience-building.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/selections"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:services/geo/selections",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/audience_studio"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:services/marketing/authoring/audience_studio",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/geo_audience_import"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:services/marketing/authoring/geo_audience_import",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/audience"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:services/marketing/runtime/audience",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/geo"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:services/marketing/runtime/geo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-building.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-building.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-building.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:docs/engineering/threads/marketing-audience-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/marketing/authoring/audience_studio_types.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:libs/marketing/authoring/audience_studio_types.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/audience_studio"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/authoring/audience_studio",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/geo_audience_import"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/authoring/geo_audience_import",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring/suppression_policies"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/authoring/suppression_policies",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/audience"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/runtime/audience",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/audience/sources"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/runtime/audience/sources",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime/members"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:services/marketing/runtime/members",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_audience_materialization_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:tests/marketing/test_audience_materialization_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_audience_preview_queries.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:tests/marketing/test_audience_preview_queries.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing/test_geo_selection_audience_source.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "source_path:tests/marketing/test_geo_selection_audience_source.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "thread:docs/engineering/threads/marketing-audience-building.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "target": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/campaigns"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/api/marketing/campaigns",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/suppressions"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/api/marketing/suppressions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/templates"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/api/marketing/templates",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/triggers"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/api/marketing/triggers",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/campaigns"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/web/app/marketing/campaigns",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/flows"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/web/app/marketing/flows",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/suppressions"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/web/app/marketing/suppressions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/templates"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/web/app/marketing/templates",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/triggers"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:app/web/app/marketing/triggers",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-campaign-authoring.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:docs/engineering/threads/marketing-campaign-authoring.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/marketing/authoring"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:libs/marketing/authoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/authoring"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:services/marketing/authoring",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-campaign-authoring.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-campaign-authoring.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/insights"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:app/api/marketing/insights",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/insights"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:app/web/app/marketing/insights",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-insights-and-quality.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:docs/engineering/threads/marketing-insights-and-quality.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_analytics_snapshots/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:jobs/marketing/publish_analytics_snapshots/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_lifecycle_facts/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:jobs/marketing/publish_lifecycle_facts/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_measure_facts/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:jobs/marketing/publish_measure_facts/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_source_events/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:jobs/marketing/publish_source_events/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/validate_lifecycle_quality/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:jobs/marketing/validate_lifecycle_quality/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/analytics"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:services/marketing/analytics",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/console/insights"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:services/marketing/console/insights",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-insights-and-quality.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-insights-and-quality.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/review"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:app/api/marketing/review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/review"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:app/web/app/marketing/review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-review-and-repair.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:docs/engineering/threads/marketing-review-and-repair.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/publish_rendered_asset/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:jobs/marketing/publish_rendered_asset/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/console/run_detail"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:services/marketing/console/run_detail",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/review"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:services/marketing/review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-review-and-repair.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-review-and-repair.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/campaigns/routes/runs.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:app/api/marketing/campaigns/routes/runs.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing/campaigns/routes/runtime.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:app/api/marketing/campaigns/routes/runtime.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing/runs"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:app/web/app/marketing/runs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-run-execution.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:docs/engineering/threads/marketing-run-execution.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/advance_campaign/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:jobs/marketing/advance_campaign/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/execute_actions/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:jobs/marketing/execute_actions/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/render_flow_step/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:jobs/marketing/render_flow_step/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing/start_campaign_run/run.py"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:jobs/marketing/start_campaign_run/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/jobs"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:services/marketing/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing/runtime"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:services/marketing/runtime",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-run-execution.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-run-execution.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-run-execution.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:app/api/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:app/web/app/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:docs/engineering/threads/marketing-system-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:jobs/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:pipelines/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:services/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "thread:docs/engineering/threads/marketing-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "target": "thread:docs/engineering/threads/marketing-run-execution.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:app/api/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:app/web/app/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/geo.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:docs/domains/geo.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/marketing.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:docs/domains/marketing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:docs/engineering/threads/marketing-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:jobs/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:libs/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:pipelines/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:services/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/marketing"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "source_path:tests/marketing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-audiences.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-campaigns-and-templates.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-response-attribution.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-suppression-policy.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/residential-and-commercial-prospecting.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/marketing-system.md",
      "target": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:docs/engineering/concepts/morning-brief-and-notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/morning-brief-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:docs/engineering/threads/morning-brief-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/morning-brief-phase0-baseline-samples.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:docs/runbooks/morning-brief-phase0-baseline-samples.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/morning_brief_email/run.py"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:jobs/lakehouse/morning_brief_email/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/morning_brief_payload/run.py"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:jobs/lakehouse/morning_brief_payload/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/morning_brief"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:libs/morning_brief",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/morning_brief/prompts/morning_brief_email.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:libs/morning_brief/prompts/morning_brief_email.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:pipelines/lakehouse/transform/gold/morning_brief",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief_email"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:pipelines/lakehouse/transform/gold/morning_brief_email",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief_payload"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:pipelines/lakehouse/transform/gold/morning_brief_payload",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "source_path:tests/pipelines/test_morning_brief_packet_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/morning-brief-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "thread:docs/engineering/threads/notifications-and-communications.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/morning-brief-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "target": "thread:docs/engineering/threads/notifications-and-communications.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "source_path:docs/engineering/threads/notification-delivery-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "source_path:integrations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "source_path:jobs/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "source_path:tests/pipelines/test_morning_brief_packet_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "thread:docs/engineering/threads/notifications-and-communications.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "target": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:docs/engineering/threads/notification-delivery-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_microsoft/email.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:integrations/ext_microsoft/email.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_microsoft/teams.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:integrations/ext_microsoft/teams.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_postmark"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:integrations/ext_postmark",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:jobs/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications/sync_teams_destinations/run.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:jobs/notifications/sync_teams_destinations/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications/test_email/run.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:jobs/notifications/test_email/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications/test_graph_email/run.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:jobs/notifications/test_graph_email/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/sources/microsoft/teams.py"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:services/lkci_lakehouse/models/sources/microsoft/teams.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "thread:docs/engineering/threads/notifications-and-communications.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "target": "thread:docs/engineering/threads/notifications-and-communications.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/notifications.md"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:docs/domains/notifications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notifications-and-communications.md"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:docs/engineering/threads/notifications-and-communications.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_microsoft"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:integrations/ext_microsoft",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "integrations/ext_postmark"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:integrations/ext_postmark",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/morning_brief_email/run.py"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:jobs/lakehouse/morning_brief_email/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/lakehouse/morning_brief_payload/run.py"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:jobs/lakehouse/morning_brief_payload/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/notifications"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:jobs/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/morning_brief"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:libs/morning_brief",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief_email"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:pipelines/lakehouse/transform/gold/morning_brief_email",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/notifications"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:services/notifications",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "source_path:tests/pipelines/test_morning_brief_packet_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notifications-and-communications.md"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/notifications-and-communications.md",
      "target": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "config"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:config",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/operations-and-production.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:docs/engineering/threads/operations-and-production.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operations-alerting-baseline.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:docs/reference/operations-alerting-baseline.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/testing.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:docs/reference/testing.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/deploy-smoke-rollback-runbook.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:docs/runbooks/deploy-smoke-rollback-runbook.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "infra/hooks"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:infra/hooks",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/ops"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:jobs/ops",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "ops"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:ops",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ops"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "source_path:services/ops",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/external-command-outbox.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/workflow-resumption.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/operations-production-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/operations-and-production.md",
      "target": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/operations-production-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:docs/engineering/threads/operations-production-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:docs/runbooks",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "infra"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:infra",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:services",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "source_path:tests",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/operations-production-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "target": "thread:docs/engineering/threads/operations-and-production.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/parcel-and-candidate-context.md"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:docs/engineering/threads/parcel-and-candidate-context.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/prospecting"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:libs/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/parcels"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:services/geo/parcels",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/geo/selections/candidate_resolver.py"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:services/geo/selections/candidate_resolver.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/prospecting"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:services/prospecting",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_canonical_parcels.py"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:tests/geo/test_canonical_parcels.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/geo/test_selection_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "source_path:tests/geo/test_selection_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/parcel-and-candidate-context.md"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/parcel-and-candidate-context.md"
      ],
      "source": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "target": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll/time_review"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:app/api/payroll/time_review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:app/web/app/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:docs/engineering/threads/payroll-exception-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/data_sync/spectrum/sync_payroll/run.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:jobs/data_sync/spectrum/sync_payroll/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/data_sync/jobs/sync_payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:services/data_sync/jobs/sync_payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:services/payroll/time_review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll/test_time_review_source_refresh.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:tests/payroll/test_time_review_source_refresh.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll/test_time_review_sync_requests.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "source_path:tests/payroll/test_time_review_sync_requests.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "target": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll/time_review/routes_sync.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:app/api/payroll/time_review/routes_sync.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/exceptions"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:app/web/app/payroll/exceptions",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/sync-runs"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:app/web/app/payroll/sync-runs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_dispatch.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:services/payroll/time_review/sync_dispatch.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_failure_blockers.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:services/payroll/time_review/sync_failure_blockers.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_payloads.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:services/payroll/time_review/sync_payloads.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/sync_requests.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:services/payroll/time_review/sync_requests.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_payroll_error_rows.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:tests/jobs/test_sync_payroll_error_rows.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll/test_time_review_sync_requests.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "source_path:tests/payroll/test_time_review_sync_requests.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "thread:docs/engineering/threads/payroll-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "target": "thread:docs/engineering/threads/payroll-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:app/api/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:app/web/app/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-system.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:docs/engineering/threads/payroll-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:docs/runbooks/payroll-time-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:services/lkci_lakehouse/models/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/services/domains/servicetitan/payroll.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:services/lkci_lakehouse/services/domains/servicetitan/payroll.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:services/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs/test_sync_payroll_job_phase.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:tests/jobs/test_sync_payroll_job_phase.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "source_path:tests/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-system.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "thread:docs/engineering/threads/review-primitives.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-system.md",
      "target": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll/time_review"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:app/api/payroll/time_review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll/time-review"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:app/web/app/payroll/time-review",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:docs/engineering/concepts/payroll-time-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-time-review-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:docs/engineering/threads/payroll-time-review-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:docs/runbooks/payroll-time-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/blockers.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:services/payroll/time_review/blockers.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/pay_type_overrides.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:services/payroll/time_review/pay_type_overrides.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/read_models.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:services/payroll/time_review/read_models.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll/time_review/service.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:services/payroll/time_review/service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll/test_time_review_grid_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:tests/payroll/test_time_review_grid_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll/test_time_review_mutation_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "source_path:tests/payroll/test_time_review_mutation_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-time-review-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "thread:docs/engineering/threads/payroll-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-time-review-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "target": "thread:docs/engineering/threads/payroll-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:app/api/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:app/web/app/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:docs/engineering/threads/payroll-workflow-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:docs/runbooks/payroll-time-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:services/lkci_lakehouse/models/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:services/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/payroll"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "source_path:tests/payroll",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/payroll-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "AGENTS.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "source_path:agents.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/platform-foundation.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "source_path:docs/engineering/threads/platform-foundation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/architecture.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "source_path:docs/reference/architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/oltp-vs-analytics-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/architecture/platform-layers.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/engineering-principles.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/concepts/engineering-principles.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/concepts/failures-are-data.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "source": "thread:docs/engineering/threads/platform-foundation.md",
      "target": "content_page:docs/engineering/start/platform-map.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:docs/engineering/concepts/poa-external-sync.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-external-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:docs/engineering/threads/poa-external-sync-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/dispatch_external_commands/run.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:jobs/poa/dispatch_external_commands/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/sync_to_spectrum/run.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:jobs/poa/sync_to_spectrum/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/commands"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:services/poa/commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/commands/qbo"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:services/poa/commands/qbo",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs/command_dispatch.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:services/poa/jobs/command_dispatch.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs/spectrum_sync.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:services/poa/jobs/spectrum_sync.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_command_workflows.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:tests/poa/test_poa_command_workflows.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_job_workflows.py"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "source_path:tests/poa/test_poa_job_workflows.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-external-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-external-sync-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:docs/engineering/concepts/poa-interpretation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-interpretation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:docs/engineering/threads/poa-interpretation-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/document_runtime"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:services/poa/document_runtime",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/document_runtime/processors"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:services/poa/document_runtime/processors",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs/case_interpretation.py"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:services/poa/jobs/case_interpretation.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/persistence/interpretations"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:services/poa/persistence/interpretations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_interpretation_persistence.py"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:tests/poa/test_poa_interpretation_persistence.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_interpretation_pipeline.py"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "source_path:tests/poa/test_poa_interpretation_pipeline.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-interpretation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-interpretation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-and-validation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs/matching_params.py"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/jobs/matching_params.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/lookups"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/lookups",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/matching"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/matching",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/persistence/matching"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/persistence/matching",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/policy"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/policy",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/workflows"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:services/poa/workflows",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_policy_matching_and_payloads.py"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "source_path:tests/poa/test_poa_policy_matching_and_payloads.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-and-validation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-and-validation-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:docs/engineering/threads/poa-matching-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/commands"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/commands",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/matching"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/matching",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/policy"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/policy",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/review/workflow"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/review/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/workflows"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:services/poa/workflows",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_catalog_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:tests/poa/test_poa_catalog_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_command_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "source_path:tests/poa/test_poa_command_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "target": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield/components/DocumentRepairWorkspace.tsx"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:app/web/app/poa-greenfield/components/documentrepairworkspace.tsx",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield/components/RepairPanel.tsx"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:app/web/app/poa-greenfield/components/repairpanel.tsx",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:docs/engineering/concepts/poa-operator-repair-surface.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-operator-repair.md"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:docs/engineering/threads/poa-operator-repair.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/api/greenfield/operator"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:services/poa/api/greenfield/operator",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/diagnostics"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:services/poa/diagnostics",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/review/workflow"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:services/poa/review/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_operator_repair_workflows.py"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:tests/poa/test_poa_operator_repair_workflows.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_review_repair_workflows.py"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "source_path:tests/poa/test_poa_review_repair_workflows.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-operator-repair.md"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-operator-repair.md"
      ],
      "source": "thread:docs/engineering/threads/poa-operator-repair.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-source-intake.md"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:docs/engineering/concepts/poa-source-intake.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-source-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:docs/engineering/threads/poa-source-intake-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa/process_inbox/run.py"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:jobs/poa/process_inbox/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/document_runtime/source.py"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:services/poa/document_runtime/source.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/intake"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:services/poa/intake",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/jobs/sharepoint.py"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:services/poa/jobs/sharepoint.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/persistence/documents"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:services/poa/persistence/documents",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_source_intake.py"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "source_path:tests/poa/test_poa_source_intake.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-source-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-source-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:app/api/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:app/web/app/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:app/web/app/poa-greenfield",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:docs/domains/poa-greenfield-route-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-system.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:docs/engineering/threads/poa-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:docs/runbooks/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:jobs/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:services/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "source_path:tests/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-system.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "thread:docs/engineering/threads/review-primitives.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/poa-source-intake.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-matching-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/poa-system.md",
      "target": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:app/api/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:app/web/app/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/poa-greenfield"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:app/web/app/poa-greenfield",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:docs/engineering/threads/poa-workflow-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:jobs/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:services/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "source_path:tests/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/poa-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/poa-operator-repair.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-document-publication.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-document-publication-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-document-publication-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/backfill_document_blobs/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:jobs/precon/backfill_document_blobs/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/publish_portal_documents/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:jobs/precon/publish_portal_documents/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/precon/records_blobs.py"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:services/lkci_lakehouse/models/precon/records_blobs.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/documents"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:services/precon/documents",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities/document_explorer"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:services/precon/opportunities/document_explorer",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals/publish"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:services/precon/portals/publish",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/storage"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:services/precon/storage",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_portal_publication_runtime_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "source_path:tests/precon/test_precon_portal_publication_runtime_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-document-publication-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-document-publication-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon/opportunities/workspace_routes.py"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:app/api/precon/opportunities/workspace_routes.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon/opportunities/workspace"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:app/web/app/precon/opportunities/workspace",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-estimator-workspace.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-estimator-workspace-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/precon/opportunities/workspace"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:libs/precon/opportunities/workspace",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities/document_explorer"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:services/precon/opportunities/document_explorer",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities/workspace"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:services/precon/opportunities/workspace",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/planning"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:services/precon/planning",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_opportunity_workspace_chronology_timeline.py"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "source_path:tests/precon/test_opportunity_workspace_chronology_timeline.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-estimator-workspace-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-estimator-workspace-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-opportunity-intake.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-opportunity-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/process_mail_event/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:jobs/precon/process_mail_event/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/sync_mailbox/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:jobs/precon/sync_mailbox/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/correspondence"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:services/precon/correspondence",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/intake"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:services/precon/intake",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/mailbox"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:services/precon/mailbox",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/opportunities/lifecycle"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:services/precon/opportunities/lifecycle",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/solicitations"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:services/precon/solicitations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_opportunity_creation_service.py"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:tests/precon/test_opportunity_creation_service.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_mailbox_triage_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "source_path:tests/precon/test_precon_mailbox_triage_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-opportunity-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-opportunity-intake-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-portal-acquisition.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-acquisition-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/precon-portal-auth-required.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:docs/runbooks/precon-portal-auth-required.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/crawl_portal_sources/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:jobs/precon/crawl_portal_sources/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_portal_acquisition/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:jobs/precon/preview_portal_acquisition/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/select_primary_portal_links/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:jobs/precon/select_primary_portal_links/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/intake/portal_links"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:services/precon/intake/portal_links",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:services/precon/portals",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/review/portal_review.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:services/precon/review/portal_review.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_portal_acquisition_manifest.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "source_path:tests/precon/test_portal_acquisition_manifest.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-acquisition-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-acquisition-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:docs/engineering/threads/precon-portal-publication-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_portal_document_observations/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:jobs/precon/preview_portal_document_observations/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/publish_portal_documents/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:jobs/precon/publish_portal_documents/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/documents/family_resolution"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/documents/family_resolution",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/documents/manifest_classification"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/documents/manifest_classification",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals/acquisition"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/portals/acquisition",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals/manifest"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/portals/manifest",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals/manifest/selection"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/portals/manifest/selection",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/portals/publish"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:services/precon/portals/publish",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_portal_manifest_prioritization.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:tests/precon/test_portal_manifest_prioritization.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_portal_publication_runtime_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "source_path:tests/precon/test_precon_portal_publication_runtime_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "target": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon/rfi"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:app/api/precon/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon/opportunities/workspace/rfi"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:app/web/app/precon/opportunities/workspace/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-rfi-drafting.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-rfi-drafting-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/precon/rfi"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:libs/precon/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/processing/runtime/rfi_tasks.py"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:services/precon/processing/runtime/rfi_tasks.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/processing/tasks/rfi.py"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:services/precon/processing/tasks/rfi.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/rfi"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:services/precon/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/precon_rfi_pure_helpers.py"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:tests/precon/precon_rfi_pure_helpers.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/precon_rfi_state_helpers.py"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "source_path:tests/precon/precon_rfi_state_helpers.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-rfi-drafting-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-rfi-drafting-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_opportunity_sizing/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:jobs/precon/preview_opportunity_sizing/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/report_opportunity_sizing_quality/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:jobs/precon/report_opportunity_sizing_quality/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/citations"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/citations",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/guardrails"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/guardrails",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/indexing"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/indexing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/inference"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/inference",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/precedence"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/precedence",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/quality"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/quality",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/selection"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/selection",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing/synthesis"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:services/precon/sizing/synthesis",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_sizing_synthesis_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:tests/precon/test_precon_sizing_synthesis_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_sizing_precedence_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "source_path:tests/precon/test_sizing_precedence_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "target": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-sizing-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-sizing-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/preview_opportunity_sizing/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:jobs/precon/preview_opportunity_sizing/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon/report_opportunity_sizing_quality/run.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:jobs/precon/report_opportunity_sizing_quality/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/precon/sizing"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:libs/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/diagnostics/sizing_operations.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:services/precon/diagnostics/sizing_operations.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/processing/runtime/sizing_tasks.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:services/precon/processing/runtime/sizing_tasks.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/processing/tasks/sizing.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:services/precon/processing/tasks/sizing.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:services/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_sizing_synthesis_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "source_path:tests/precon/test_precon_sizing_synthesis_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon/opportunities/bid_routes.py"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:app/api/precon/opportunities/bid_routes.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon/planning"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:app/api/precon/planning",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon/assignments"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:app/web/app/precon/assignments",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon/submitted-bids"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:app/web/app/precon/submitted-bids",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/precon/opportunities/bids"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:libs/precon/opportunities/bids",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/precon/records_bids.py"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:services/lkci_lakehouse/models/precon/records_bids.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/lkci_lakehouse/models/precon/records_capacity.py"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:services/lkci_lakehouse/models/precon/records_capacity.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/planning"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:services/precon/planning",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/planning/capacity"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:services/precon/planning/capacity",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_planning_capacity_recommendations.py"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "source_path:tests/precon/test_planning_capacity_recommendations.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md"
      ],
      "source": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:app/api/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:app/web/app/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/preconstruction.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:docs/domains/preconstruction.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-system.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:docs/engineering/threads/precon-system.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/precon-daily-operations.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:docs/runbooks/precon-daily-operations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/precon-mailbox-failures.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:docs/runbooks/precon-mailbox-failures.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/precon-repair-jobs.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:docs/runbooks/precon-repair-jobs.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:jobs/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:services/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "source_path:tests/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-system.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "thread:docs/engineering/threads/data-to-review-surface.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/precon-system.md",
      "target": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:app/api/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:app/web/app/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:docs/engineering/threads/precon-workflow-state-machine.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:jobs/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:services/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "source_path:tests/precon",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/precon-system.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "source": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "target": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/prompted-extraction-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:docs/engineering/threads/prompted-extraction-foundations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/asset_inventory/ocr"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:libs/asset_inventory/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/procurement/po_workflow"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:libs/procurement/po_workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/llm"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:services/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/ocr"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:services/ocr",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/poa/interpretation"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:services/poa/interpretation",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/rfi"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:services/precon/rfi",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/precon/sizing"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:services/precon/sizing",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/llm"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:tests/llm",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/ops/test_llm_audit.py"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:tests/ops/test_llm_audit.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa/test_poa_interpretation_persistence.py"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:tests/poa/test_poa_interpretation_persistence.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_rfi_draft_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:tests/precon/test_precon_rfi_draft_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/test_precon_sizing_inference_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "source_path:tests/precon/test_precon_sizing_inference_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/prompted-extraction-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/prompted-extraction-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "target": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/decisions/0005-engineering-knowledge-site.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "source_path:docs/decisions/0005-engineering-knowledge-site.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/README.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "source_path:docs/engineering/readme.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-export-review-process.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "source_path:docs/engineering/threads/public-export-review-process.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "source_path:docs/engineering/threads/public-platform-journey.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-export-review-process.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-export-review-process.md"
      ],
      "source": "thread:docs/engineering/threads/public-export-review-process.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/engineering/architecture/one-database-many-responsibilities.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/engineering/architecture/platform-layers.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/engineering/start/platform-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-architecture.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/engineering/threads/public-platform-architecture.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-architecture.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-architecture.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-architecture.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/engineering/architecture/platform-layers.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/engineering/concepts/failures-are-data.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/engineering/start/platform-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/engineering/threads/public-platform-journey.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "thread:docs/engineering/threads/platform-foundation.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "source": "thread:docs/engineering/threads/public-platform-journey.md",
      "target": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/messy-edge-typed-inside.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/engineering/concepts/messy-edge-typed-inside.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/services-expose-capabilities.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/engineering/concepts/services-expose-capabilities.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/engineering/reference/thin-jobs-fat-services.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-composable-operations.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/engineering/threads/public-safe-composable-operations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-composable-operations.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-composable-operations.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "source_path:docs/engineering/concepts/failures-are-data.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "source_path:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "source_path:docs/engineering/concepts/ui-window-into-operations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-human-repair.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "source_path:docs/engineering/threads/public-safe-human-repair.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-human-repair.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-human-repair.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/engineering-principles.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/engineering/concepts/engineering-principles.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/engineering/start/platform-map.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/engineering/threads/public-platform-journey.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-source-backed-documentation.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "source_path:docs/public/platform-journey-strategy.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-source-backed-documentation.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/public-safe-source-backed-documentation.md"
      ],
      "source": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "target": "thread:docs/engineering/threads/public-platform-journey.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/domains/poa.md"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "source_path:docs/domains/poa.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/review-primitives.md"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "source_path:docs/engineering/threads/review-primitives.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "source_path:libs/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/review-primitives.md"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "thread:docs/engineering/threads/data-to-review-surface.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/workflow-repair-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/review-primitives.md",
      "target": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:app/api/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app/identity-resolution"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:app/web/app/identity-resolution",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/review-workflow-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:docs/engineering/threads/review-workflow-foundations.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/runbooks/identity-resolution-review.md"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:docs/runbooks/identity-resolution-review.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:libs/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/workflow"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "source_path:tests/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/review-workflow-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "thread:docs/engineering/threads/review-primitives.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/review-workflow-foundations.md"
      ],
      "source": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "target": "thread:docs/engineering/threads/review-primitives.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:app/api",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:app/web/app",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ui-api-auth-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:docs/engineering/threads/ui-api-auth-boundaries.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/auth.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:docs/reference/auth.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:docs/reference/operational-surface-ownership.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/auth"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:services/auth",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/read_models"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:services/workflow/read_models",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/jobs"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:tests/jobs",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/poa"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:tests/poa",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/precon/api"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "source_path:tests/precon/api",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ui-api-auth-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ui-api-auth-boundaries.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "target": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "type": "expands"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/api"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "source_path:app/api",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "app/web/app"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "source_path:app/web/app",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ui-api-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "source_path:docs/engineering/threads/ui-api-surfaces.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/reference/auth.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "source_path:docs/reference/auth.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow/read_models"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "source_path:services/workflow/read_models",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/ui-api-surfaces.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "thread:docs/engineering/threads/data-to-review-surface.md",
      "type": "depends_on"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "source": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "target": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "type": "thread_contains"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/workflow-repair-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:docs/engineering/threads/workflow-repair-methodology.md",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "jobs/workflow/resume_blocked_dependencies/run.py"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:jobs/workflow/resume_blocked_dependencies/run.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "libs/workflow"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:libs/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/execution/dags/repair"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:services/execution/dags/repair",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "services/workflow"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:services/workflow",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/dags/test_task_repair_auto_resume.py"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:tests/dags/test_task_repair_auto_resume.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/dags/test_task_repair_context.py"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:tests/dags/test_task_repair_context.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/dags/test_task_repair_retry.py"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:tests/dags/test_task_repair_retry.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "tests/workflow/test_identity_resolution_decision_contracts.py"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "source_path:tests/workflow/test_identity_resolution_decision_contracts.py",
      "type": "cites"
    },
    {
      "attributes": {},
      "confidence": "explicit",
      "evidence_paths": [
        "docs/engineering/threads/workflow-repair-methodology.md"
      ],
      "source": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "target": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "type": "depends_on"
    }
  ],
  "nodes": [
    {
      "attributes": {
        "area": "api",
        "max_words": "2000",
        "slug": "api-routes-as-adapters",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/api-routes-as-adapters.md",
      "label": "API Routes As Adapters",
      "source_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md",
        "app/api/marketing",
        "app/api/poa",
        "app/api/precon",
        "app/api/payroll"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "database-vs-cloud-tasks-dispatch",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "label": "Database Versus Cloud Tasks Dispatch",
      "source_paths": [
        "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
        "docs/reference/job-execution-modes.md",
        "services/execution/jobs/dispatch",
        "app/worker"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "designing-for-future-separation",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/designing-for-future-separation.md",
      "label": "Designing For Future Separation",
      "source_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md",
        "docs/public/platform-journey-strategy.md",
        "docs/reference/architecture.md",
        "AGENTS.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "explicit-publish-steps",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/explicit-publish-steps.md",
      "label": "Explicit Publish Steps",
      "source_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "jobs/lakehouse/publish_serving_snapshots/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "monorepo-as-operational-platform",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "label": "Monorepo As Operational Platform",
      "source_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md",
        "docs/reference/architecture.md",
        "docs/public/platform-journey-strategy.md",
        "app",
        "services",
        "jobs",
        "docs"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "oltp-vs-analytics-boundaries",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "label": "OLTP Versus Analytics Boundaries",
      "source_paths": [
        "docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "services/lkci_lakehouse",
        "app/api",
        "app/web/app"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "one-database-many-responsibilities",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/one-database-many-responsibilities.md",
      "label": "One Database, Many Responsibilities",
      "source_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md",
        "docs/public/platform-journey-strategy.md",
        "AGENTS.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "platform-layers",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/platform-layers.md",
      "label": "Platform Layers",
      "source_paths": [
        "docs/engineering/architecture/platform-layers.md",
        "docs/reference/architecture.md",
        "docs/reference/operational-surface-ownership.md",
        "services",
        "libs",
        "jobs",
        "pipelines"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "scheduled-jobs",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/scheduled-jobs.md",
      "label": "Scheduled Jobs",
      "source_paths": [
        "docs/engineering/architecture/scheduled-jobs.md",
        "docs/reference/job-execution-modes.md",
        "services/ops/job_schedules",
        "app/scheduler",
        "jobs/ops/ensure_code_dags/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "scheduler-model",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/scheduler-model.md",
      "label": "Scheduler Model",
      "source_paths": [
        "docs/engineering/architecture/scheduler-model.md",
        "docs/reference/job-execution-modes.md",
        "app/scheduler",
        "services/execution/runtime",
        "services/ops/job_schedules"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "serving-snapshots",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/serving-snapshots.md",
      "label": "Serving Snapshots",
      "source_paths": [
        "docs/engineering/architecture/serving-snapshots.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "jobs/lakehouse/publish_serving_snapshots/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "worker-leases-and-recovery",
        "status": "public-ready",
        "type": "architecture",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/architecture/worker-leases-and-recovery.md",
      "label": "Worker Leases And Recovery",
      "source_paths": [
        "docs/engineering/architecture/worker-leases-and-recovery.md",
        "docs/reference/job-execution-modes.md",
        "app/worker",
        "services/ops/execution_state/jobs",
        "jobs/ops/recover_stale_runs/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "approval-and-actor-context",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/approval-and-actor-context.md",
      "label": "Approval And Actor Context",
      "source_paths": [
        "docs/engineering/concepts/approval-and-actor-context.md",
        "docs/reference/auth.md",
        "services/auth",
        "services/workflow/reviews",
        "services/workflow/events"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "artifact-viewers",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/artifact-viewers.md",
      "label": "Artifact Viewers",
      "source_paths": [
        "docs/engineering/concepts/artifact-viewers.md",
        "services/workflow/artifacts",
        "services/poa/document_runtime",
        "services/precon/documents",
        "app/web/app/precon"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "audit-timelines",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/audit-timelines.md",
      "label": "Audit Timelines",
      "source_paths": [
        "docs/engineering/concepts/audit-timelines.md",
        "services/workflow/events",
        "docs/domains/preconstruction.md",
        "services/precon/observability",
        "app/web/app/payroll/time-review"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "lakehouse",
        "max_words": "2000",
        "slug": "bronze-ingestion",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/bronze-ingestion.md",
      "label": "Bronze Ingestion",
      "source_paths": [
        "docs/engineering/concepts/bronze-ingestion.md",
        "docs/domains/lakehouse.md",
        "pipelines/lakehouse/ingest",
        "jobs/lakehouse"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "canonical-entities",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/canonical-entities.md",
      "label": "Canonical Entities",
      "source_paths": [
        "docs/engineering/concepts/canonical-entities.md",
        "docs/domains/lakehouse.md",
        "pipelines/lakehouse/transform/silver",
        "services/lkci_lakehouse"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "cases-issues-events",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/cases-issues-events.md",
      "label": "Cases Issues Events",
      "source_paths": [
        "docs/engineering/concepts/cases-issues-events.md",
        "docs/domains/poa.md",
        "services/workflow/cases",
        "services/workflow/issues",
        "services/workflow/events"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "context-everywhere",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/context-everywhere.md",
      "label": "Context Everywhere",
      "source_paths": [
        "docs/engineering/concepts/context-everywhere.md",
        "AGENTS.md",
        "docs/reference/architecture.md",
        "docs/reference/job-layout.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "lakehouse",
        "max_words": "2000",
        "slug": "crosswalks-and-identity",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/crosswalks-and-identity.md",
      "label": "Crosswalks And Identity",
      "source_paths": [
        "docs/engineering/concepts/crosswalks-and-identity.md",
        "docs/domains/lakehouse.md",
        "jobs/lakehouse/technician_xwalk_build/run.py",
        "jobs/lakehouse/vendor_xwalk_build/run.py",
        "pipelines/lakehouse/transform/silver"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "dag-primitives",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/dag-primitives.md",
      "label": "DAG Primitives",
      "source_paths": [
        "docs/engineering/concepts/dag-primitives.md",
        "docs/domains/dags.md",
        "services/execution/dags",
        "services/ops/execution_state/dags",
        "app/api/dags"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "engineering-principles",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/engineering-principles.md",
      "label": "Engineering Principles",
      "source_paths": [
        "docs/engineering/concepts/engineering-principles.md",
        "AGENTS.md",
        "docs/reference/architecture.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "external-command-outbox",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/external-command-outbox.md",
      "label": "External Command Outbox",
      "source_paths": [
        "docs/engineering/concepts/external-command-outbox.md",
        "services/workflow/commands",
        "services/poa/commands",
        "services/marketing/runtime/actions",
        "jobs/poa/dispatch_external_commands"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "failures-are-data",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/failures-are-data.md",
      "label": "Failures Are Data",
      "source_paths": [
        "docs/engineering/concepts/failures-are-data.md",
        "AGENTS.md",
        "docs/reference/architecture.md",
        "docs/reference/operational-surface-ownership.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "freshness-and-data-ready-checks",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "label": "Freshness And Data-Ready Checks",
      "source_paths": [
        "docs/engineering/concepts/freshness-and-data-ready-checks.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "docs/domains/dags.md",
        "services/execution/dags/definitions/registry.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-source-discovery",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/geo-source-discovery.md",
      "label": "Geo Source Discovery",
      "source_paths": [
        "docs/engineering/concepts/geo-source-discovery.md",
        "docs/domains/geo.md",
        "services/geo/discovery",
        "libs/geo/discovery",
        "jobs/geo/source_discovery"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "lakehouse",
        "max_words": "2000",
        "slug": "gold-operational-facts",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/gold-operational-facts.md",
      "label": "Gold Operational Facts",
      "source_paths": [
        "docs/engineering/concepts/gold-operational-facts.md",
        "docs/domains/lakehouse.md",
        "pipelines/lakehouse/transform/gold",
        "jobs/lakehouse/gold_daily_refresh/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "hex-scoring-and-travel-time",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "label": "Hex Scoring And Travel Time",
      "source_paths": [
        "docs/engineering/concepts/hex-scoring-and-travel-time.md",
        "docs/domains/geo.md",
        "libs/geo/scoring",
        "services/geo/features",
        "jobs/geo/build_hex_travel_time_matrix"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "idempotency-in-operational-jobs",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "label": "Idempotency In Operational Jobs",
      "source_paths": [
        "docs/engineering/concepts/idempotency-in-operational-jobs.md",
        "docs/domains/data_sync.md",
        "services/data_sync/linkage",
        "services/ops/execution_state/jobs"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "lakehouse",
        "max_words": "2000",
        "slug": "incremental-source-seeding",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/incremental-source-seeding.md",
      "label": "Incremental Source Seeding",
      "source_paths": [
        "docs/engineering/concepts/incremental-source-seeding.md",
        "docs/domains/lakehouse.md",
        "pipelines/lakehouse/ingest",
        "jobs/lakehouse/servicetitan_incremental_seed/run.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "issue-taxonomy",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/issue-taxonomy.md",
      "label": "Issue Taxonomy",
      "source_paths": [
        "docs/engineering/concepts/issue-taxonomy.md",
        "libs/workflow/issues",
        "services/workflow/issues",
        "libs/poa/diagnostics",
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "job-run-state",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/job-run-state.md",
      "label": "Job Run State",
      "source_paths": [
        "docs/engineering/concepts/job-run-state.md",
        "docs/reference/job-execution-modes.md",
        "services/ops/execution_state/jobs",
        "services/execution/jobs/runner"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "jobs-escalate-to-review",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/jobs-escalate-to-review.md",
      "label": "Jobs Escalate To Review",
      "source_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md",
        "docs/reference/job-layout.md",
        "services/poa/jobs",
        "services/precon/jobs",
        "services/workflow/reviews"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-analytics-facts",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-analytics-facts.md",
      "label": "Marketing Analytics Facts",
      "source_paths": [
        "docs/engineering/concepts/marketing-analytics-facts.md",
        "docs/domains/marketing.md",
        "jobs/marketing/publish_analytics_snapshots/run.py",
        "jobs/marketing/publish_lifecycle_facts/run.py",
        "services/marketing"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-audiences",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-audiences.md",
      "label": "Marketing Audiences",
      "source_paths": [
        "docs/engineering/concepts/marketing-audiences.md",
        "docs/domains/marketing.md",
        "services/marketing/authoring/audience_studio",
        "services/marketing/runtime/audience",
        "services/marketing/runtime/members"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-campaigns-and-templates",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "label": "Marketing Campaigns And Templates",
      "source_paths": [
        "docs/engineering/concepts/marketing-campaigns-and-templates.md",
        "services/marketing/authoring/campaign_authoring",
        "services/marketing/authoring/template_studio",
        "services/marketing/authoring/flow_studio",
        "libs/marketing/authoring"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-lifecycle-quality",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "label": "Marketing Lifecycle Quality",
      "source_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md",
        "services/marketing/analytics/lifecycle_publication.py",
        "services/marketing/analytics/lifecycle_publication_quality_queries.py",
        "jobs/marketing/validate_lifecycle_quality",
        "services/marketing/console/insights/quality_signals.py"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-response-attribution",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-response-attribution.md",
      "label": "Marketing Response Attribution",
      "source_paths": [
        "docs/engineering/concepts/marketing-response-attribution.md",
        "docs/domains/marketing.md",
        "services/marketing/analytics/response_events",
        "services/marketing/analytics/measure_publication",
        "services/marketing/console/insights"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-run-render-action-model",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-run-render-action-model.md",
      "label": "Marketing Run Render Action Model",
      "source_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md",
        "docs/domains/marketing.md",
        "services/marketing/runtime/run_start",
        "services/marketing/runtime/flow_advancement.py",
        "services/marketing/runtime/actions"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-suppression-policy",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/marketing-suppression-policy.md",
      "label": "Marketing Suppression Policy",
      "source_paths": [
        "docs/engineering/concepts/marketing-suppression-policy.md",
        "docs/domains/marketing.md",
        "services/marketing/authoring/suppression_policies",
        "jobs/marketing/sync_global_suppression_registry",
        "services/marketing/runtime/members"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "messy-edge-typed-inside",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/messy-edge-typed-inside.md",
      "label": "Messy Edge, Typed Inside",
      "source_paths": [
        "docs/engineering/concepts/messy-edge-typed-inside.md",
        "docs/reference/architecture.md",
        "integrations",
        "libs",
        "services"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "morning-brief-and-notifications",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/morning-brief-and-notifications.md",
      "label": "Morning Brief And Notifications",
      "source_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md",
        "docs/domains/notifications.md",
        "libs/morning_brief",
        "jobs/notifications",
        "services/notifications"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-sync-and-exceptions",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "label": "Payroll Sync And Exceptions",
      "source_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md",
        "services/payroll/time_review/sync_dispatch.py",
        "services/payroll/time_review/sync_failure_blockers.py",
        "services/payroll/time_review/operations.py",
        "app/web/app/payroll/exceptions"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-time-review",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/payroll-time-review.md",
      "label": "Payroll Time Review",
      "source_paths": [
        "docs/engineering/concepts/payroll-time-review.md",
        "services/payroll/time_review",
        "app/web/app/payroll/time-review",
        "app/api/payroll/time_review",
        "libs/data_sync/payroll"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "pipelines-jobs-services-review-surfaces",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "label": "Pipelines, Jobs, Services, Review Surfaces",
      "source_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
        "docs/reference/architecture.md",
        "docs/reference/job-layout.md",
        "docs/reference/operational-surface-ownership.md",
        "docs/domains/lakehouse.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-external-sync",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/poa-external-sync.md",
      "label": "POA External Sync",
      "source_paths": [
        "docs/engineering/concepts/poa-external-sync.md",
        "services/poa/commands",
        "jobs/poa/dispatch_external_commands",
        "jobs/poa/sync_to_spectrum",
        "docs/domains/data_sync.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-interpretation",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/poa-interpretation.md",
      "label": "POA Interpretation",
      "source_paths": [
        "docs/engineering/concepts/poa-interpretation.md",
        "services/poa/document_runtime",
        "services/poa/interpretation",
        "libs/poa/interpretation",
        "services/ocr"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-matching-and-validation",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/poa-matching-and-validation.md",
      "label": "POA Matching And Validation",
      "source_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md",
        "services/poa/matching",
        "libs/poa/matching",
        "services/poa/policy",
        "services/poa/lookups"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-operator-repair-surface",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/poa-operator-repair-surface.md",
      "label": "POA Operator Repair Surface",
      "source_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md",
        "app/web/app/poa-greenfield",
        "services/poa/review/workflow",
        "services/poa/api/greenfield/operator",
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-source-intake",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/poa-source-intake.md",
      "label": "POA Source Intake",
      "source_paths": [
        "docs/engineering/concepts/poa-source-intake.md",
        "docs/domains/poa.md",
        "services/poa/intake",
        "jobs/poa/process_inbox",
        "services/poa/persistence"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-document-publication",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-document-publication.md",
      "label": "Precon Document Publication",
      "source_paths": [
        "docs/engineering/concepts/precon-document-publication.md",
        "docs/domains/preconstruction.md",
        "services/precon/documents",
        "services/precon/storage",
        "jobs/precon/publish_portal_documents"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-estimator-workspace",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-estimator-workspace.md",
      "label": "Precon Estimator Workspace",
      "source_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md",
        "app/web/app/precon",
        "services/precon/planning",
        "services/precon/review",
        "services/precon/opportunities"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-opportunity-intake",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-opportunity-intake.md",
      "label": "Precon Opportunity Intake",
      "source_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md",
        "docs/domains/preconstruction.md",
        "services/precon/mailbox",
        "services/precon/intake",
        "jobs/precon/process_mail_event"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-portal-acquisition",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-portal-acquisition.md",
      "label": "Precon Portal Acquisition",
      "source_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md",
        "docs/domains/preconstruction.md",
        "services/precon/portals",
        "jobs/precon/preview_portal_acquisition",
        "jobs/precon/crawl_portal_sources"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-rfi-drafting",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-rfi-drafting.md",
      "label": "Precon RFI Drafting",
      "source_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md",
        "services/precon/rfi",
        "services/precon/correspondence",
        "services/precon/solicitations",
        "docs/domains/preconstruction.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-sizing-system",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-sizing-system.md",
      "label": "Precon Sizing System",
      "source_paths": [
        "docs/engineering/concepts/precon-sizing-system.md",
        "docs/domains/preconstruction.md",
        "services/precon/sizing",
        "jobs/precon/preview_opportunity_sizing",
        "docs/reference/precon-sizing-phase-9-benchmark.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-submitted-bids-and-capacity",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "label": "Precon Submitted Bids And Capacity",
      "source_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
        "docs/domains/preconstruction.md",
        "services/precon/operations",
        "services/precon/opportunities",
        "app/web/app/precon"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "repair-actions",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/repair-actions.md",
      "label": "Repair Actions",
      "source_paths": [
        "docs/engineering/concepts/repair-actions.md",
        "services/poa/review/workflow",
        "services/workflow/reviews",
        "app/web/app/poa-greenfield",
        "services/precon/review"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "prospecting",
        "max_words": "2000",
        "slug": "residential-and-commercial-prospecting",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "label": "Residential And Commercial Prospecting",
      "source_paths": [
        "docs/engineering/concepts/residential-and-commercial-prospecting.md",
        "libs/prospecting/residential.py",
        "libs/prospecting/commercial_industrial.py",
        "services/prospecting/jobs/residential",
        "jobs/prospecting/commercial_industrial"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "retry-resume-cancel",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/retry-resume-cancel.md",
      "label": "Retry, Resume, Cancel",
      "source_paths": [
        "docs/engineering/concepts/retry-resume-cancel.md",
        "docs/reference/job-execution-modes.md",
        "app/api/jobs/routes/control.py",
        "services/execution/jobs",
        "services/ops/execution_state/jobs"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "review-queues",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/review-queues.md",
      "label": "Review Queues",
      "source_paths": [
        "docs/engineering/concepts/review-queues.md",
        "docs/domains/poa.md",
        "docs/domains/preconstruction.md",
        "services/workflow/reviews",
        "app/web/app/poa-greenfield"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "run-artifacts-and-observability",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/run-artifacts-and-observability.md",
      "label": "Run Artifacts And Observability",
      "source_paths": [
        "docs/engineering/concepts/run-artifacts-and-observability.md",
        "docs/reference/job-execution-modes.md",
        "services/ops/execution_state/jobs",
        "services/ops/observability"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "services",
        "max_words": "2000",
        "slug": "services-expose-capabilities",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/services-expose-capabilities.md",
      "label": "Services Expose Capabilities",
      "source_paths": [
        "docs/engineering/concepts/services-expose-capabilities.md",
        "docs/reference/architecture.md",
        "docs/reference/service-package-categories.md",
        "services"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "shared-workflow-primitives",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/shared-workflow-primitives.md",
      "label": "Shared Workflow Primitives",
      "source_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md",
        "services/workflow",
        "libs/workflow",
        "docs/domains/poa.md",
        "docs/domains/preconstruction.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "lakehouse",
        "max_words": "2000",
        "slug": "silver-canonicalization",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/silver-canonicalization.md",
      "label": "Silver Canonicalization",
      "source_paths": [
        "docs/engineering/concepts/silver-canonicalization.md",
        "docs/domains/lakehouse.md",
        "pipelines/lakehouse/transform/silver",
        "services/lkci_lakehouse"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "ui",
        "max_words": "2000",
        "slug": "ui-window-into-operations",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/ui-window-into-operations.md",
      "label": "UI Window Into Operations",
      "source_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md",
        "docs/public/platform-journey-strategy.md",
        "docs/reference/architecture.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "workflow-resumption",
        "status": "public-ready",
        "type": "concept",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/concepts/workflow-resumption.md",
      "label": "Workflow Resumption",
      "source_paths": [
        "docs/engineering/concepts/workflow-resumption.md",
        "services/workflow/resumption",
        "services/workflow/locks",
        "services/poa/jobs",
        "jobs/precon/drain_processing_tasks"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "microsoft-graph-sharepoint",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "label": "Microsoft Graph And SharePoint Provider Boundary",
      "source_paths": [
        "docs/engineering/reference/microsoft-graph-sharepoint.md",
        "integrations/ext_microsoft",
        "services/notifications/microsoft.py",
        "docs/domains/notifications.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "postmark-and-email-delivery",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/postmark-and-email-delivery.md",
      "label": "Postmark And Email Delivery Boundary",
      "source_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md",
        "docs/domains/notifications.md",
        "services/notifications/email.py",
        "integrations/ext_postmark"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "quickbooks-online-integration",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/quickbooks-online-integration.md",
      "label": "QuickBooks Online Provider Boundary",
      "source_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md",
        "integrations/ext_quickbooks_online",
        "pipelines/lakehouse/ingest/quickbooks_online",
        "services/data_sync/jobs/quickbooks_online",
        "docs/domains/data_sync.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "servicetitan-integration",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/servicetitan-integration.md",
      "label": "ServiceTitan Provider Boundary",
      "source_paths": [
        "docs/engineering/reference/servicetitan-integration.md",
        "integrations/ext_servicetitan",
        "pipelines/lakehouse/ingest/servicetitan",
        "services/lkci_lakehouse/services/domains/servicetitan",
        "docs/domains/lakehouse.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "spectrum-integration",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/spectrum-integration.md",
      "label": "Spectrum Provider Boundary",
      "source_paths": [
        "docs/engineering/reference/spectrum-integration.md",
        "integrations/ext_spectrum",
        "pipelines/lakehouse/ingest/spectrum",
        "services/data_sync/jobs",
        "docs/domains/data_sync.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "thin-jobs-fat-services",
        "status": "public-ready",
        "type": "reference",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/reference/thin-jobs-fat-services.md",
      "label": "Thin Jobs, Fat Services",
      "source_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md",
        "docs/public/platform-journey-strategy.md",
        "docs/reference/job-layout.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "platform-map",
        "status": "public-ready",
        "type": "map",
        "visibility": "public"
      },
      "id": "content_page:docs/engineering/start/platform-map.md",
      "label": "Platform Map",
      "source_paths": [
        "docs/engineering/start/platform-map.md",
        "docs/reference/architecture.md",
        "docs/reference/operational-surface-ownership.md",
        "docs/reference/service-package-categories.md"
      ],
      "type": "content_page"
    },
    {
      "attributes": {
        "root": "AGENTS.md"
      },
      "id": "source_path:agents.md",
      "label": "AGENTS.md",
      "source_paths": [
        "AGENTS.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app",
      "label": "app",
      "source_paths": [
        "app"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api",
      "label": "app/api",
      "source_paths": [
        "app/api"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/dags",
      "label": "app/api/dags",
      "source_paths": [
        "app/api/dags"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/geo_analysis",
      "label": "app/api/geo_analysis",
      "source_paths": [
        "app/api/geo_analysis"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/jobs",
      "label": "app/api/jobs",
      "source_paths": [
        "app/api/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/jobs/routes/control.py",
      "label": "app/api/jobs/routes/control.py",
      "source_paths": [
        "app/api/jobs/routes/control.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing",
      "label": "app/api/marketing",
      "source_paths": [
        "app/api/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/audiences",
      "label": "app/api/marketing/audiences",
      "source_paths": [
        "app/api/marketing/audiences"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/campaigns",
      "label": "app/api/marketing/campaigns",
      "source_paths": [
        "app/api/marketing/campaigns"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/campaigns/routes/runs.py",
      "label": "app/api/marketing/campaigns/routes/runs.py",
      "source_paths": [
        "app/api/marketing/campaigns/routes/runs.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/campaigns/routes/runtime.py",
      "label": "app/api/marketing/campaigns/routes/runtime.py",
      "source_paths": [
        "app/api/marketing/campaigns/routes/runtime.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/insights",
      "label": "app/api/marketing/insights",
      "source_paths": [
        "app/api/marketing/insights"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/review",
      "label": "app/api/marketing/review",
      "source_paths": [
        "app/api/marketing/review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/suppressions",
      "label": "app/api/marketing/suppressions",
      "source_paths": [
        "app/api/marketing/suppressions"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/templates",
      "label": "app/api/marketing/templates",
      "source_paths": [
        "app/api/marketing/templates"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/marketing/triggers",
      "label": "app/api/marketing/triggers",
      "source_paths": [
        "app/api/marketing/triggers"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/payroll",
      "label": "app/api/payroll",
      "source_paths": [
        "app/api/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/payroll/time_review",
      "label": "app/api/payroll/time_review",
      "source_paths": [
        "app/api/payroll/time_review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/payroll/time_review/routes_sync.py",
      "label": "app/api/payroll/time_review/routes_sync.py",
      "source_paths": [
        "app/api/payroll/time_review/routes_sync.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/poa",
      "label": "app/api/poa",
      "source_paths": [
        "app/api/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/precon",
      "label": "app/api/precon",
      "source_paths": [
        "app/api/precon"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/precon/opportunities/bid_routes.py",
      "label": "app/api/precon/opportunities/bid_routes.py",
      "source_paths": [
        "app/api/precon/opportunities/bid_routes.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/precon/opportunities/workspace_routes.py",
      "label": "app/api/precon/opportunities/workspace_routes.py",
      "source_paths": [
        "app/api/precon/opportunities/workspace_routes.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/precon/planning",
      "label": "app/api/precon/planning",
      "source_paths": [
        "app/api/precon/planning"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/precon/rfi",
      "label": "app/api/precon/rfi",
      "source_paths": [
        "app/api/precon/rfi"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/api/workflow",
      "label": "app/api/workflow",
      "source_paths": [
        "app/api/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/scheduler",
      "label": "app/scheduler",
      "source_paths": [
        "app/scheduler"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app",
      "label": "app/web/app",
      "source_paths": [
        "app/web/app"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/dags",
      "label": "app/web/app/dags",
      "source_paths": [
        "app/web/app/dags"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/geo-analysis",
      "label": "app/web/app/geo-analysis",
      "source_paths": [
        "app/web/app/geo-analysis"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/identity-resolution",
      "label": "app/web/app/identity-resolution",
      "source_paths": [
        "app/web/app/identity-resolution"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/jobs",
      "label": "app/web/app/jobs",
      "source_paths": [
        "app/web/app/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing",
      "label": "app/web/app/marketing",
      "source_paths": [
        "app/web/app/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/audiences",
      "label": "app/web/app/marketing/audiences",
      "source_paths": [
        "app/web/app/marketing/audiences"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/campaigns",
      "label": "app/web/app/marketing/campaigns",
      "source_paths": [
        "app/web/app/marketing/campaigns"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/flows",
      "label": "app/web/app/marketing/flows",
      "source_paths": [
        "app/web/app/marketing/flows"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/geo-analysis",
      "label": "app/web/app/marketing/geo-analysis",
      "source_paths": [
        "app/web/app/marketing/geo-analysis"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/insights",
      "label": "app/web/app/marketing/insights",
      "source_paths": [
        "app/web/app/marketing/insights"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/review",
      "label": "app/web/app/marketing/review",
      "source_paths": [
        "app/web/app/marketing/review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/runs",
      "label": "app/web/app/marketing/runs",
      "source_paths": [
        "app/web/app/marketing/runs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/suppressions",
      "label": "app/web/app/marketing/suppressions",
      "source_paths": [
        "app/web/app/marketing/suppressions"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/templates",
      "label": "app/web/app/marketing/templates",
      "source_paths": [
        "app/web/app/marketing/templates"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/marketing/triggers",
      "label": "app/web/app/marketing/triggers",
      "source_paths": [
        "app/web/app/marketing/triggers"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/payroll",
      "label": "app/web/app/payroll",
      "source_paths": [
        "app/web/app/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/payroll/exceptions",
      "label": "app/web/app/payroll/exceptions",
      "source_paths": [
        "app/web/app/payroll/exceptions"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/payroll/sync-runs",
      "label": "app/web/app/payroll/sync-runs",
      "source_paths": [
        "app/web/app/payroll/sync-runs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/payroll/time-review",
      "label": "app/web/app/payroll/time-review",
      "source_paths": [
        "app/web/app/payroll/time-review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/poa",
      "label": "app/web/app/poa",
      "source_paths": [
        "app/web/app/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/poa-greenfield",
      "label": "app/web/app/poa-greenfield",
      "source_paths": [
        "app/web/app/poa-greenfield"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/poa-greenfield/components/documentrepairworkspace.tsx",
      "label": "app/web/app/poa-greenfield/components/DocumentRepairWorkspace.tsx",
      "source_paths": [
        "app/web/app/poa-greenfield/components/DocumentRepairWorkspace.tsx"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/poa-greenfield/components/repairpanel.tsx",
      "label": "app/web/app/poa-greenfield/components/RepairPanel.tsx",
      "source_paths": [
        "app/web/app/poa-greenfield/components/RepairPanel.tsx"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/precon",
      "label": "app/web/app/precon",
      "source_paths": [
        "app/web/app/precon"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/precon/assignments",
      "label": "app/web/app/precon/assignments",
      "source_paths": [
        "app/web/app/precon/assignments"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/precon/opportunities/workspace",
      "label": "app/web/app/precon/opportunities/workspace",
      "source_paths": [
        "app/web/app/precon/opportunities/workspace"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/precon/opportunities/workspace/rfi",
      "label": "app/web/app/precon/opportunities/workspace/rfi",
      "source_paths": [
        "app/web/app/precon/opportunities/workspace/rfi"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/web/app/precon/submitted-bids",
      "label": "app/web/app/precon/submitted-bids",
      "source_paths": [
        "app/web/app/precon/submitted-bids"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "app"
      },
      "id": "source_path:app/worker",
      "label": "app/worker",
      "source_paths": [
        "app/worker"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "config"
      },
      "id": "source_path:config",
      "label": "config",
      "source_paths": [
        "config"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "config"
      },
      "id": "source_path:config/geo",
      "label": "config/geo",
      "source_paths": [
        "config/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs",
      "label": "docs",
      "source_paths": [
        "docs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/decisions/0005-engineering-knowledge-site.md",
      "label": "docs/decisions/0005-engineering-knowledge-site.md",
      "source_paths": [
        "docs/decisions/0005-engineering-knowledge-site.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/dags.md",
      "label": "docs/domains/dags.md",
      "source_paths": [
        "docs/domains/dags.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/data_sync.md",
      "label": "docs/domains/data_sync.md",
      "source_paths": [
        "docs/domains/data_sync.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/geo.md",
      "label": "docs/domains/geo.md",
      "source_paths": [
        "docs/domains/geo.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/lakehouse.md",
      "label": "docs/domains/lakehouse.md",
      "source_paths": [
        "docs/domains/lakehouse.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/marketing.md",
      "label": "docs/domains/marketing.md",
      "source_paths": [
        "docs/domains/marketing.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/notifications.md",
      "label": "docs/domains/notifications.md",
      "source_paths": [
        "docs/domains/notifications.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/poa-greenfield-route-map.md",
      "label": "docs/domains/poa-greenfield-route-map.md",
      "source_paths": [
        "docs/domains/poa-greenfield-route-map.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/poa.md",
      "label": "docs/domains/poa.md",
      "source_paths": [
        "docs/domains/poa.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/domains/preconstruction.md",
      "label": "docs/domains/preconstruction.md",
      "source_paths": [
        "docs/domains/preconstruction.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/api-routes-as-adapters.md",
      "label": "docs/engineering/architecture/api-routes-as-adapters.md",
      "source_paths": [
        "docs/engineering/architecture/api-routes-as-adapters.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "label": "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md",
      "source_paths": [
        "docs/engineering/architecture/database-vs-cloud-tasks-dispatch.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/designing-for-future-separation.md",
      "label": "docs/engineering/architecture/designing-for-future-separation.md",
      "source_paths": [
        "docs/engineering/architecture/designing-for-future-separation.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/explicit-publish-steps.md",
      "label": "docs/engineering/architecture/explicit-publish-steps.md",
      "source_paths": [
        "docs/engineering/architecture/explicit-publish-steps.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/monorepo-as-operational-platform.md",
      "label": "docs/engineering/architecture/monorepo-as-operational-platform.md",
      "source_paths": [
        "docs/engineering/architecture/monorepo-as-operational-platform.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "label": "docs/engineering/architecture/oltp-vs-analytics-boundaries.md",
      "source_paths": [
        "docs/engineering/architecture/oltp-vs-analytics-boundaries.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/one-database-many-responsibilities.md",
      "label": "docs/engineering/architecture/one-database-many-responsibilities.md",
      "source_paths": [
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/platform-layers.md",
      "label": "docs/engineering/architecture/platform-layers.md",
      "source_paths": [
        "docs/engineering/architecture/platform-layers.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/scheduled-jobs.md",
      "label": "docs/engineering/architecture/scheduled-jobs.md",
      "source_paths": [
        "docs/engineering/architecture/scheduled-jobs.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/scheduler-model.md",
      "label": "docs/engineering/architecture/scheduler-model.md",
      "source_paths": [
        "docs/engineering/architecture/scheduler-model.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/serving-snapshots.md",
      "label": "docs/engineering/architecture/serving-snapshots.md",
      "source_paths": [
        "docs/engineering/architecture/serving-snapshots.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/architecture/worker-leases-and-recovery.md",
      "label": "docs/engineering/architecture/worker-leases-and-recovery.md",
      "source_paths": [
        "docs/engineering/architecture/worker-leases-and-recovery.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/accounts-receivable-surface.md",
      "label": "docs/engineering/concepts/accounts-receivable-surface.md",
      "source_paths": [
        "docs/engineering/concepts/accounts-receivable-surface.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/approval-and-actor-context.md",
      "label": "docs/engineering/concepts/approval-and-actor-context.md",
      "source_paths": [
        "docs/engineering/concepts/approval-and-actor-context.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/artifact-viewers.md",
      "label": "docs/engineering/concepts/artifact-viewers.md",
      "source_paths": [
        "docs/engineering/concepts/artifact-viewers.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/audit-timelines.md",
      "label": "docs/engineering/concepts/audit-timelines.md",
      "source_paths": [
        "docs/engineering/concepts/audit-timelines.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/bronze-ingestion.md",
      "label": "docs/engineering/concepts/bronze-ingestion.md",
      "source_paths": [
        "docs/engineering/concepts/bronze-ingestion.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/canonical-entities.md",
      "label": "docs/engineering/concepts/canonical-entities.md",
      "source_paths": [
        "docs/engineering/concepts/canonical-entities.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/cases-issues-events.md",
      "label": "docs/engineering/concepts/cases-issues-events.md",
      "source_paths": [
        "docs/engineering/concepts/cases-issues-events.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/context-everywhere.md",
      "label": "docs/engineering/concepts/context-everywhere.md",
      "source_paths": [
        "docs/engineering/concepts/context-everywhere.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/crosswalks-and-identity.md",
      "label": "docs/engineering/concepts/crosswalks-and-identity.md",
      "source_paths": [
        "docs/engineering/concepts/crosswalks-and-identity.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/dag-primitives.md",
      "label": "docs/engineering/concepts/dag-primitives.md",
      "source_paths": [
        "docs/engineering/concepts/dag-primitives.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/engineering-principles.md",
      "label": "docs/engineering/concepts/engineering-principles.md",
      "source_paths": [
        "docs/engineering/concepts/engineering-principles.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/external-command-outbox.md",
      "label": "docs/engineering/concepts/external-command-outbox.md",
      "source_paths": [
        "docs/engineering/concepts/external-command-outbox.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/failures-are-data.md",
      "label": "docs/engineering/concepts/failures-are-data.md",
      "source_paths": [
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "label": "docs/engineering/concepts/freshness-and-data-ready-checks.md",
      "source_paths": [
        "docs/engineering/concepts/freshness-and-data-ready-checks.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/geo-source-discovery.md",
      "label": "docs/engineering/concepts/geo-source-discovery.md",
      "source_paths": [
        "docs/engineering/concepts/geo-source-discovery.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/gold-operational-facts.md",
      "label": "docs/engineering/concepts/gold-operational-facts.md",
      "source_paths": [
        "docs/engineering/concepts/gold-operational-facts.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "label": "docs/engineering/concepts/hex-scoring-and-travel-time.md",
      "source_paths": [
        "docs/engineering/concepts/hex-scoring-and-travel-time.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "label": "docs/engineering/concepts/idempotency-in-operational-jobs.md",
      "source_paths": [
        "docs/engineering/concepts/idempotency-in-operational-jobs.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/incremental-source-seeding.md",
      "label": "docs/engineering/concepts/incremental-source-seeding.md",
      "source_paths": [
        "docs/engineering/concepts/incremental-source-seeding.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/issue-taxonomy.md",
      "label": "docs/engineering/concepts/issue-taxonomy.md",
      "source_paths": [
        "docs/engineering/concepts/issue-taxonomy.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/job-run-state.md",
      "label": "docs/engineering/concepts/job-run-state.md",
      "source_paths": [
        "docs/engineering/concepts/job-run-state.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/jobs-escalate-to-review.md",
      "label": "docs/engineering/concepts/jobs-escalate-to-review.md",
      "source_paths": [
        "docs/engineering/concepts/jobs-escalate-to-review.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-analytics-facts.md",
      "label": "docs/engineering/concepts/marketing-analytics-facts.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-analytics-facts.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-audiences.md",
      "label": "docs/engineering/concepts/marketing-audiences.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-audiences.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "label": "docs/engineering/concepts/marketing-campaigns-and-templates.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-campaigns-and-templates.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-lifecycle-quality.md",
      "label": "docs/engineering/concepts/marketing-lifecycle-quality.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-lifecycle-quality.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-response-attribution.md",
      "label": "docs/engineering/concepts/marketing-response-attribution.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-response-attribution.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-run-render-action-model.md",
      "label": "docs/engineering/concepts/marketing-run-render-action-model.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-run-render-action-model.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/marketing-suppression-policy.md",
      "label": "docs/engineering/concepts/marketing-suppression-policy.md",
      "source_paths": [
        "docs/engineering/concepts/marketing-suppression-policy.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/messy-edge-typed-inside.md",
      "label": "docs/engineering/concepts/messy-edge-typed-inside.md",
      "source_paths": [
        "docs/engineering/concepts/messy-edge-typed-inside.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/morning-brief-and-notifications.md",
      "label": "docs/engineering/concepts/morning-brief-and-notifications.md",
      "source_paths": [
        "docs/engineering/concepts/morning-brief-and-notifications.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "label": "docs/engineering/concepts/payroll-sync-and-exceptions.md",
      "source_paths": [
        "docs/engineering/concepts/payroll-sync-and-exceptions.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/payroll-time-review.md",
      "label": "docs/engineering/concepts/payroll-time-review.md",
      "source_paths": [
        "docs/engineering/concepts/payroll-time-review.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "label": "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
      "source_paths": [
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/poa-external-sync.md",
      "label": "docs/engineering/concepts/poa-external-sync.md",
      "source_paths": [
        "docs/engineering/concepts/poa-external-sync.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/poa-interpretation.md",
      "label": "docs/engineering/concepts/poa-interpretation.md",
      "source_paths": [
        "docs/engineering/concepts/poa-interpretation.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/poa-matching-and-validation.md",
      "label": "docs/engineering/concepts/poa-matching-and-validation.md",
      "source_paths": [
        "docs/engineering/concepts/poa-matching-and-validation.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/poa-operator-repair-surface.md",
      "label": "docs/engineering/concepts/poa-operator-repair-surface.md",
      "source_paths": [
        "docs/engineering/concepts/poa-operator-repair-surface.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/poa-source-intake.md",
      "label": "docs/engineering/concepts/poa-source-intake.md",
      "source_paths": [
        "docs/engineering/concepts/poa-source-intake.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-document-publication.md",
      "label": "docs/engineering/concepts/precon-document-publication.md",
      "source_paths": [
        "docs/engineering/concepts/precon-document-publication.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-estimator-workspace.md",
      "label": "docs/engineering/concepts/precon-estimator-workspace.md",
      "source_paths": [
        "docs/engineering/concepts/precon-estimator-workspace.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-opportunity-intake.md",
      "label": "docs/engineering/concepts/precon-opportunity-intake.md",
      "source_paths": [
        "docs/engineering/concepts/precon-opportunity-intake.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-portal-acquisition.md",
      "label": "docs/engineering/concepts/precon-portal-acquisition.md",
      "source_paths": [
        "docs/engineering/concepts/precon-portal-acquisition.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-rfi-drafting.md",
      "label": "docs/engineering/concepts/precon-rfi-drafting.md",
      "source_paths": [
        "docs/engineering/concepts/precon-rfi-drafting.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-sizing-system.md",
      "label": "docs/engineering/concepts/precon-sizing-system.md",
      "source_paths": [
        "docs/engineering/concepts/precon-sizing-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "label": "docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
      "source_paths": [
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/repair-actions.md",
      "label": "docs/engineering/concepts/repair-actions.md",
      "source_paths": [
        "docs/engineering/concepts/repair-actions.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "label": "docs/engineering/concepts/residential-and-commercial-prospecting.md",
      "source_paths": [
        "docs/engineering/concepts/residential-and-commercial-prospecting.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/retry-resume-cancel.md",
      "label": "docs/engineering/concepts/retry-resume-cancel.md",
      "source_paths": [
        "docs/engineering/concepts/retry-resume-cancel.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/review-queues.md",
      "label": "docs/engineering/concepts/review-queues.md",
      "source_paths": [
        "docs/engineering/concepts/review-queues.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/run-artifacts-and-observability.md",
      "label": "docs/engineering/concepts/run-artifacts-and-observability.md",
      "source_paths": [
        "docs/engineering/concepts/run-artifacts-and-observability.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/services-expose-capabilities.md",
      "label": "docs/engineering/concepts/services-expose-capabilities.md",
      "source_paths": [
        "docs/engineering/concepts/services-expose-capabilities.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/shared-workflow-primitives.md",
      "label": "docs/engineering/concepts/shared-workflow-primitives.md",
      "source_paths": [
        "docs/engineering/concepts/shared-workflow-primitives.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/silver-canonicalization.md",
      "label": "docs/engineering/concepts/silver-canonicalization.md",
      "source_paths": [
        "docs/engineering/concepts/silver-canonicalization.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/ui-window-into-operations.md",
      "label": "docs/engineering/concepts/ui-window-into-operations.md",
      "source_paths": [
        "docs/engineering/concepts/ui-window-into-operations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/concepts/workflow-resumption.md",
      "label": "docs/engineering/concepts/workflow-resumption.md",
      "source_paths": [
        "docs/engineering/concepts/workflow-resumption.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/readme.md",
      "label": "docs/engineering/README.md",
      "source_paths": [
        "docs/engineering/README.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/microsoft-graph-sharepoint.md",
      "label": "docs/engineering/reference/microsoft-graph-sharepoint.md",
      "source_paths": [
        "docs/engineering/reference/microsoft-graph-sharepoint.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/postmark-and-email-delivery.md",
      "label": "docs/engineering/reference/postmark-and-email-delivery.md",
      "source_paths": [
        "docs/engineering/reference/postmark-and-email-delivery.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/quickbooks-online-integration.md",
      "label": "docs/engineering/reference/quickbooks-online-integration.md",
      "source_paths": [
        "docs/engineering/reference/quickbooks-online-integration.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/servicetitan-integration.md",
      "label": "docs/engineering/reference/servicetitan-integration.md",
      "source_paths": [
        "docs/engineering/reference/servicetitan-integration.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/spectrum-integration.md",
      "label": "docs/engineering/reference/spectrum-integration.md",
      "source_paths": [
        "docs/engineering/reference/spectrum-integration.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/reference/thin-jobs-fat-services.md",
      "label": "docs/engineering/reference/thin-jobs-fat-services.md",
      "source_paths": [
        "docs/engineering/reference/thin-jobs-fat-services.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/start/platform-map.md",
      "label": "docs/engineering/start/platform-map.md",
      "source_paths": [
        "docs/engineering/start/platform-map.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/ai-in-operational-workflows.md",
      "label": "docs/engineering/threads/ai-in-operational-workflows.md",
      "source_paths": [
        "docs/engineering/threads/ai-in-operational-workflows.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "label": "docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/automation-with-human-repair.md",
      "label": "docs/engineering/threads/automation-with-human-repair.md",
      "source_paths": [
        "docs/engineering/threads/automation-with-human-repair.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/data-boundaries.md",
      "label": "docs/engineering/threads/data-boundaries.md",
      "source_paths": [
        "docs/engineering/threads/data-boundaries.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/data-product-boundaries.md",
      "label": "docs/engineering/threads/data-product-boundaries.md",
      "source_paths": [
        "docs/engineering/threads/data-product-boundaries.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/data-publication-methodology.md",
      "label": "docs/engineering/threads/data-publication-methodology.md",
      "source_paths": [
        "docs/engineering/threads/data-publication-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/data-to-review-surface.md",
      "label": "docs/engineering/threads/data-to-review-surface.md",
      "source_paths": [
        "docs/engineering/threads/data-to-review-surface.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "label": "docs/engineering/threads/finance-accounting-sync-workflow.md",
      "source_paths": [
        "docs/engineering/threads/finance-accounting-sync-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/finance-and-ar-surfaces.md",
      "label": "docs/engineering/threads/finance-and-ar-surfaces.md",
      "source_paths": [
        "docs/engineering/threads/finance-and-ar-surfaces.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/finance-ar-state-machine.md",
      "label": "docs/engineering/threads/finance-ar-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "label": "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "source_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "label": "docs/engineering/threads/geo-marketing-audience-handoff.md",
      "source_paths": [
        "docs/engineering/threads/geo-marketing-audience-handoff.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-prospecting-state-machine.md",
      "label": "docs/engineering/threads/geo-prospecting-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-prospecting-system.md",
      "label": "docs/engineering/threads/geo-prospecting-system.md",
      "source_paths": [
        "docs/engineering/threads/geo-prospecting-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-saved-selections.md",
      "label": "docs/engineering/threads/geo-saved-selections.md",
      "source_paths": [
        "docs/engineering/threads/geo-saved-selections.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geo-source-discovery-workflow.md",
      "label": "docs/engineering/threads/geo-source-discovery-workflow.md",
      "source_paths": [
        "docs/engineering/threads/geo-source-discovery-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/geocoding-and-radar.md",
      "label": "docs/engineering/threads/geocoding-and-radar.md",
      "source_paths": [
        "docs/engineering/threads/geocoding-and-radar.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/h3-features-and-travel-time.md",
      "label": "docs/engineering/threads/h3-features-and-travel-time.md",
      "source_paths": [
        "docs/engineering/threads/h3-features-and-travel-time.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/integration-provider-boundaries.md",
      "label": "docs/engineering/threads/integration-provider-boundaries.md",
      "source_paths": [
        "docs/engineering/threads/integration-provider-boundaries.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/integrations-and-workflow.md",
      "label": "docs/engineering/threads/integrations-and-workflow.md",
      "source_paths": [
        "docs/engineering/threads/integrations-and-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "label": "docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "source_paths": [
        "docs/engineering/threads/jobs-and-dag-execution-foundations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/lakehouse-and-execution.md",
      "label": "docs/engineering/threads/lakehouse-and-execution.md",
      "source_paths": [
        "docs/engineering/threads/lakehouse-and-execution.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "label": "docs/engineering/threads/lakehouse-publication-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "label": "docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "source_paths": [
        "docs/engineering/threads/llm-ocr-evidence-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-attribution-methodology.md",
      "label": "docs/engineering/threads/marketing-attribution-methodology.md",
      "source_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-audience-building.md",
      "label": "docs/engineering/threads/marketing-audience-building.md",
      "source_paths": [
        "docs/engineering/threads/marketing-audience-building.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-audience-methodology.md",
      "label": "docs/engineering/threads/marketing-audience-methodology.md",
      "source_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-campaign-authoring.md",
      "label": "docs/engineering/threads/marketing-campaign-authoring.md",
      "source_paths": [
        "docs/engineering/threads/marketing-campaign-authoring.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-insights-and-quality.md",
      "label": "docs/engineering/threads/marketing-insights-and-quality.md",
      "source_paths": [
        "docs/engineering/threads/marketing-insights-and-quality.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-review-and-repair.md",
      "label": "docs/engineering/threads/marketing-review-and-repair.md",
      "source_paths": [
        "docs/engineering/threads/marketing-review-and-repair.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-run-execution.md",
      "label": "docs/engineering/threads/marketing-run-execution.md",
      "source_paths": [
        "docs/engineering/threads/marketing-run-execution.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-system-state-machine.md",
      "label": "docs/engineering/threads/marketing-system-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/marketing-system.md",
      "label": "docs/engineering/threads/marketing-system.md",
      "source_paths": [
        "docs/engineering/threads/marketing-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/morning-brief-workflow.md",
      "label": "docs/engineering/threads/morning-brief-workflow.md",
      "source_paths": [
        "docs/engineering/threads/morning-brief-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/notification-delivery-state-machine.md",
      "label": "docs/engineering/threads/notification-delivery-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/notification-delivery-workflow.md",
      "label": "docs/engineering/threads/notification-delivery-workflow.md",
      "source_paths": [
        "docs/engineering/threads/notification-delivery-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/notifications-and-communications.md",
      "label": "docs/engineering/threads/notifications-and-communications.md",
      "source_paths": [
        "docs/engineering/threads/notifications-and-communications.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/operations-and-production.md",
      "label": "docs/engineering/threads/operations-and-production.md",
      "source_paths": [
        "docs/engineering/threads/operations-and-production.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/operations-production-state-machine.md",
      "label": "docs/engineering/threads/operations-production-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/operations-production-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/parcel-and-candidate-context.md",
      "label": "docs/engineering/threads/parcel-and-candidate-context.md",
      "source_paths": [
        "docs/engineering/threads/parcel-and-candidate-context.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/payroll-exception-methodology.md",
      "label": "docs/engineering/threads/payroll-exception-methodology.md",
      "source_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "label": "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "source_paths": [
        "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/payroll-system.md",
      "label": "docs/engineering/threads/payroll-system.md",
      "source_paths": [
        "docs/engineering/threads/payroll-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/payroll-time-review-workflow.md",
      "label": "docs/engineering/threads/payroll-time-review-workflow.md",
      "source_paths": [
        "docs/engineering/threads/payroll-time-review-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/payroll-workflow-state-machine.md",
      "label": "docs/engineering/threads/payroll-workflow-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/platform-foundation.md",
      "label": "docs/engineering/threads/platform-foundation.md",
      "source_paths": [
        "docs/engineering/threads/platform-foundation.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-external-sync-workflow.md",
      "label": "docs/engineering/threads/poa-external-sync-workflow.md",
      "source_paths": [
        "docs/engineering/threads/poa-external-sync-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-interpretation-workflow.md",
      "label": "docs/engineering/threads/poa-interpretation-workflow.md",
      "source_paths": [
        "docs/engineering/threads/poa-interpretation-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "label": "docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "source_paths": [
        "docs/engineering/threads/poa-matching-and-validation-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-matching-methodology.md",
      "label": "docs/engineering/threads/poa-matching-methodology.md",
      "source_paths": [
        "docs/engineering/threads/poa-matching-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-operator-repair.md",
      "label": "docs/engineering/threads/poa-operator-repair.md",
      "source_paths": [
        "docs/engineering/threads/poa-operator-repair.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-source-intake-workflow.md",
      "label": "docs/engineering/threads/poa-source-intake-workflow.md",
      "source_paths": [
        "docs/engineering/threads/poa-source-intake-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-system.md",
      "label": "docs/engineering/threads/poa-system.md",
      "source_paths": [
        "docs/engineering/threads/poa-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/poa-workflow-state-machine.md",
      "label": "docs/engineering/threads/poa-workflow-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-document-publication-workflow.md",
      "label": "docs/engineering/threads/precon-document-publication-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-document-publication-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "label": "docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-estimator-workspace-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "label": "docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-opportunity-intake-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "label": "docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-portal-acquisition-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-portal-publication-methodology.md",
      "label": "docs/engineering/threads/precon-portal-publication-methodology.md",
      "source_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "label": "docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-rfi-drafting-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "label": "docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "source_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-sizing-workflow.md",
      "label": "docs/engineering/threads/precon-sizing-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-sizing-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "label": "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "source_paths": [
        "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-system.md",
      "label": "docs/engineering/threads/precon-system.md",
      "source_paths": [
        "docs/engineering/threads/precon-system.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/precon-workflow-state-machine.md",
      "label": "docs/engineering/threads/precon-workflow-state-machine.md",
      "source_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/prompted-extraction-foundations.md",
      "label": "docs/engineering/threads/prompted-extraction-foundations.md",
      "source_paths": [
        "docs/engineering/threads/prompted-extraction-foundations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-export-review-process.md",
      "label": "docs/engineering/threads/public-export-review-process.md",
      "source_paths": [
        "docs/engineering/threads/public-export-review-process.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-platform-architecture.md",
      "label": "docs/engineering/threads/public-platform-architecture.md",
      "source_paths": [
        "docs/engineering/threads/public-platform-architecture.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-platform-journey.md",
      "label": "docs/engineering/threads/public-platform-journey.md",
      "source_paths": [
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-safe-composable-operations.md",
      "label": "docs/engineering/threads/public-safe-composable-operations.md",
      "source_paths": [
        "docs/engineering/threads/public-safe-composable-operations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-safe-human-repair.md",
      "label": "docs/engineering/threads/public-safe-human-repair.md",
      "source_paths": [
        "docs/engineering/threads/public-safe-human-repair.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "label": "docs/engineering/threads/public-safe-source-backed-documentation.md",
      "source_paths": [
        "docs/engineering/threads/public-safe-source-backed-documentation.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/review-primitives.md",
      "label": "docs/engineering/threads/review-primitives.md",
      "source_paths": [
        "docs/engineering/threads/review-primitives.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/review-workflow-foundations.md",
      "label": "docs/engineering/threads/review-workflow-foundations.md",
      "source_paths": [
        "docs/engineering/threads/review-workflow-foundations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/ui-api-auth-boundaries.md",
      "label": "docs/engineering/threads/ui-api-auth-boundaries.md",
      "source_paths": [
        "docs/engineering/threads/ui-api-auth-boundaries.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/ui-api-surfaces.md",
      "label": "docs/engineering/threads/ui-api-surfaces.md",
      "source_paths": [
        "docs/engineering/threads/ui-api-surfaces.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/engineering/threads/workflow-repair-methodology.md",
      "label": "docs/engineering/threads/workflow-repair-methodology.md",
      "source_paths": [
        "docs/engineering/threads/workflow-repair-methodology.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/public/platform-journey-strategy.md",
      "label": "docs/public/platform-journey-strategy.md",
      "source_paths": [
        "docs/public/platform-journey-strategy.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/architecture.md",
      "label": "docs/reference/architecture.md",
      "source_paths": [
        "docs/reference/architecture.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/auth.md",
      "label": "docs/reference/auth.md",
      "source_paths": [
        "docs/reference/auth.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/job-execution-modes.md",
      "label": "docs/reference/job-execution-modes.md",
      "source_paths": [
        "docs/reference/job-execution-modes.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/job-layout.md",
      "label": "docs/reference/job-layout.md",
      "source_paths": [
        "docs/reference/job-layout.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/operational-surface-ownership.md",
      "label": "docs/reference/operational-surface-ownership.md",
      "source_paths": [
        "docs/reference/operational-surface-ownership.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/operations-alerting-baseline.md",
      "label": "docs/reference/operations-alerting-baseline.md",
      "source_paths": [
        "docs/reference/operations-alerting-baseline.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/precon-sizing-phase-9-benchmark.md",
      "label": "docs/reference/precon-sizing-phase-9-benchmark.md",
      "source_paths": [
        "docs/reference/precon-sizing-phase-9-benchmark.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/service-package-categories.md",
      "label": "docs/reference/service-package-categories.md",
      "source_paths": [
        "docs/reference/service-package-categories.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/reference/testing.md",
      "label": "docs/reference/testing.md",
      "source_paths": [
        "docs/reference/testing.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks",
      "label": "docs/runbooks",
      "source_paths": [
        "docs/runbooks"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
      "label": "docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
      "source_paths": [
        "docs/runbooks/data-sync-spectrum-accounting-duplicates.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/deploy-smoke-rollback-runbook.md",
      "label": "docs/runbooks/deploy-smoke-rollback-runbook.md",
      "source_paths": [
        "docs/runbooks/deploy-smoke-rollback-runbook.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/identity-resolution-review.md",
      "label": "docs/runbooks/identity-resolution-review.md",
      "source_paths": [
        "docs/runbooks/identity-resolution-review.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/morning-brief-phase0-baseline-samples.md",
      "label": "docs/runbooks/morning-brief-phase0-baseline-samples.md",
      "source_paths": [
        "docs/runbooks/morning-brief-phase0-baseline-samples.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/payroll-time-review.md",
      "label": "docs/runbooks/payroll-time-review.md",
      "source_paths": [
        "docs/runbooks/payroll-time-review.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/poa",
      "label": "docs/runbooks/poa",
      "source_paths": [
        "docs/runbooks/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/precon-daily-operations.md",
      "label": "docs/runbooks/precon-daily-operations.md",
      "source_paths": [
        "docs/runbooks/precon-daily-operations.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/precon-mailbox-failures.md",
      "label": "docs/runbooks/precon-mailbox-failures.md",
      "source_paths": [
        "docs/runbooks/precon-mailbox-failures.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/precon-portal-auth-required.md",
      "label": "docs/runbooks/precon-portal-auth-required.md",
      "source_paths": [
        "docs/runbooks/precon-portal-auth-required.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "docs"
      },
      "id": "source_path:docs/runbooks/precon-repair-jobs.md",
      "label": "docs/runbooks/precon-repair-jobs.md",
      "source_paths": [
        "docs/runbooks/precon-repair-jobs.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "infra"
      },
      "id": "source_path:infra",
      "label": "infra",
      "source_paths": [
        "infra"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "infra"
      },
      "id": "source_path:infra/hooks",
      "label": "infra/hooks",
      "source_paths": [
        "infra/hooks"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations",
      "label": "integrations",
      "source_paths": [
        "integrations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_microsoft",
      "label": "integrations/ext_microsoft",
      "source_paths": [
        "integrations/ext_microsoft"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_microsoft/email.py",
      "label": "integrations/ext_microsoft/email.py",
      "source_paths": [
        "integrations/ext_microsoft/email.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_microsoft/teams.py",
      "label": "integrations/ext_microsoft/teams.py",
      "source_paths": [
        "integrations/ext_microsoft/teams.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_postmark",
      "label": "integrations/ext_postmark",
      "source_paths": [
        "integrations/ext_postmark"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_quickbooks_online",
      "label": "integrations/ext_quickbooks_online",
      "source_paths": [
        "integrations/ext_quickbooks_online"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_radar",
      "label": "integrations/ext_radar",
      "source_paths": [
        "integrations/ext_radar"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_servicetitan",
      "label": "integrations/ext_servicetitan",
      "source_paths": [
        "integrations/ext_servicetitan"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "integrations"
      },
      "id": "source_path:integrations/ext_spectrum",
      "label": "integrations/ext_spectrum",
      "source_paths": [
        "integrations/ext_spectrum"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs",
      "label": "jobs",
      "source_paths": [
        "jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/data_sync",
      "label": "jobs/data_sync",
      "source_paths": [
        "jobs/data_sync"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/data_sync/qbo/sync_accounting_qbo/run.py",
      "label": "jobs/data_sync/qbo/sync_accounting_qbo/run.py",
      "source_paths": [
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
      "label": "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
      "source_paths": [
        "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/data_sync/spectrum/sync_accounting/run.py",
      "label": "jobs/data_sync/spectrum/sync_accounting/run.py",
      "source_paths": [
        "jobs/data_sync/spectrum/sync_accounting/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/data_sync/spectrum/sync_payroll/run.py",
      "label": "jobs/data_sync/spectrum/sync_payroll/run.py",
      "source_paths": [
        "jobs/data_sync/spectrum/sync_payroll/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo",
      "label": "jobs/geo",
      "source_paths": [
        "jobs/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_drive_time_features/run.py",
      "label": "jobs/geo/build_drive_time_features/run.py",
      "source_paths": [
        "jobs/geo/build_drive_time_features/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_hex_accessibility_features/run.py",
      "label": "jobs/geo/build_hex_accessibility_features/run.py",
      "source_paths": [
        "jobs/geo/build_hex_accessibility_features/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_hex_features/run.py",
      "label": "jobs/geo/build_hex_features/run.py",
      "source_paths": [
        "jobs/geo/build_hex_features/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_hex_travel_time_matrix",
      "label": "jobs/geo/build_hex_travel_time_matrix",
      "source_paths": [
        "jobs/geo/build_hex_travel_time_matrix"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_hex_travel_time_matrix/run.py",
      "label": "jobs/geo/build_hex_travel_time_matrix/run.py",
      "source_paths": [
        "jobs/geo/build_hex_travel_time_matrix/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/build_parcel_features/run.py",
      "label": "jobs/geo/build_parcel_features/run.py",
      "source_paths": [
        "jobs/geo/build_parcel_features/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/export_map_layer/run.py",
      "label": "jobs/geo/export_map_layer/run.py",
      "source_paths": [
        "jobs/geo/export_map_layer/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/score_hexes/run.py",
      "label": "jobs/geo/score_hexes/run.py",
      "source_paths": [
        "jobs/geo/score_hexes/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/smooth_hex_features/run.py",
      "label": "jobs/geo/smooth_hex_features/run.py",
      "source_paths": [
        "jobs/geo/smooth_hex_features/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geo/source_discovery",
      "label": "jobs/geo/source_discovery",
      "source_paths": [
        "jobs/geo/source_discovery"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/geocoding",
      "label": "jobs/geocoding",
      "source_paths": [
        "jobs/geocoding"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse",
      "label": "jobs/lakehouse",
      "source_paths": [
        "jobs/lakehouse"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/gold_daily_refresh/run.py",
      "label": "jobs/lakehouse/gold_daily_refresh/run.py",
      "source_paths": [
        "jobs/lakehouse/gold_daily_refresh/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/morning_brief_email/run.py",
      "label": "jobs/lakehouse/morning_brief_email/run.py",
      "source_paths": [
        "jobs/lakehouse/morning_brief_email/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/morning_brief_payload/run.py",
      "label": "jobs/lakehouse/morning_brief_payload/run.py",
      "source_paths": [
        "jobs/lakehouse/morning_brief_payload/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/publish_serving_snapshots/run.py",
      "label": "jobs/lakehouse/publish_serving_snapshots/run.py",
      "source_paths": [
        "jobs/lakehouse/publish_serving_snapshots/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/servicetitan_incremental_seed/run.py",
      "label": "jobs/lakehouse/servicetitan_incremental_seed/run.py",
      "source_paths": [
        "jobs/lakehouse/servicetitan_incremental_seed/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/technician_xwalk_build/run.py",
      "label": "jobs/lakehouse/technician_xwalk_build/run.py",
      "source_paths": [
        "jobs/lakehouse/technician_xwalk_build/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/lakehouse/vendor_xwalk_build/run.py",
      "label": "jobs/lakehouse/vendor_xwalk_build/run.py",
      "source_paths": [
        "jobs/lakehouse/vendor_xwalk_build/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing",
      "label": "jobs/marketing",
      "source_paths": [
        "jobs/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/advance_campaign/run.py",
      "label": "jobs/marketing/advance_campaign/run.py",
      "source_paths": [
        "jobs/marketing/advance_campaign/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/execute_actions/run.py",
      "label": "jobs/marketing/execute_actions/run.py",
      "source_paths": [
        "jobs/marketing/execute_actions/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/publish_analytics_snapshots/run.py",
      "label": "jobs/marketing/publish_analytics_snapshots/run.py",
      "source_paths": [
        "jobs/marketing/publish_analytics_snapshots/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/publish_lifecycle_facts/run.py",
      "label": "jobs/marketing/publish_lifecycle_facts/run.py",
      "source_paths": [
        "jobs/marketing/publish_lifecycle_facts/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/publish_measure_facts/run.py",
      "label": "jobs/marketing/publish_measure_facts/run.py",
      "source_paths": [
        "jobs/marketing/publish_measure_facts/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/publish_rendered_asset/run.py",
      "label": "jobs/marketing/publish_rendered_asset/run.py",
      "source_paths": [
        "jobs/marketing/publish_rendered_asset/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/publish_source_events/run.py",
      "label": "jobs/marketing/publish_source_events/run.py",
      "source_paths": [
        "jobs/marketing/publish_source_events/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/render_flow_step/run.py",
      "label": "jobs/marketing/render_flow_step/run.py",
      "source_paths": [
        "jobs/marketing/render_flow_step/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/start_campaign_run/run.py",
      "label": "jobs/marketing/start_campaign_run/run.py",
      "source_paths": [
        "jobs/marketing/start_campaign_run/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/sync_global_suppression_registry",
      "label": "jobs/marketing/sync_global_suppression_registry",
      "source_paths": [
        "jobs/marketing/sync_global_suppression_registry"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/validate_lifecycle_quality",
      "label": "jobs/marketing/validate_lifecycle_quality",
      "source_paths": [
        "jobs/marketing/validate_lifecycle_quality"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/marketing/validate_lifecycle_quality/run.py",
      "label": "jobs/marketing/validate_lifecycle_quality/run.py",
      "source_paths": [
        "jobs/marketing/validate_lifecycle_quality/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/notifications",
      "label": "jobs/notifications",
      "source_paths": [
        "jobs/notifications"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/notifications/sync_teams_destinations/run.py",
      "label": "jobs/notifications/sync_teams_destinations/run.py",
      "source_paths": [
        "jobs/notifications/sync_teams_destinations/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/notifications/test_email/run.py",
      "label": "jobs/notifications/test_email/run.py",
      "source_paths": [
        "jobs/notifications/test_email/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/notifications/test_graph_email/run.py",
      "label": "jobs/notifications/test_graph_email/run.py",
      "source_paths": [
        "jobs/notifications/test_graph_email/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/ops",
      "label": "jobs/ops",
      "source_paths": [
        "jobs/ops"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/ops/ensure_code_dags/run.py",
      "label": "jobs/ops/ensure_code_dags/run.py",
      "source_paths": [
        "jobs/ops/ensure_code_dags/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/ops/recover_stale_runs/run.py",
      "label": "jobs/ops/recover_stale_runs/run.py",
      "source_paths": [
        "jobs/ops/recover_stale_runs/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa",
      "label": "jobs/poa",
      "source_paths": [
        "jobs/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/dispatch_external_commands",
      "label": "jobs/poa/dispatch_external_commands",
      "source_paths": [
        "jobs/poa/dispatch_external_commands"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/dispatch_external_commands/run.py",
      "label": "jobs/poa/dispatch_external_commands/run.py",
      "source_paths": [
        "jobs/poa/dispatch_external_commands/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/process_inbox",
      "label": "jobs/poa/process_inbox",
      "source_paths": [
        "jobs/poa/process_inbox"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/process_inbox/run.py",
      "label": "jobs/poa/process_inbox/run.py",
      "source_paths": [
        "jobs/poa/process_inbox/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/sync_to_spectrum",
      "label": "jobs/poa/sync_to_spectrum",
      "source_paths": [
        "jobs/poa/sync_to_spectrum"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/poa/sync_to_spectrum/run.py",
      "label": "jobs/poa/sync_to_spectrum/run.py",
      "source_paths": [
        "jobs/poa/sync_to_spectrum/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon",
      "label": "jobs/precon",
      "source_paths": [
        "jobs/precon"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/backfill_document_blobs/run.py",
      "label": "jobs/precon/backfill_document_blobs/run.py",
      "source_paths": [
        "jobs/precon/backfill_document_blobs/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/crawl_portal_sources",
      "label": "jobs/precon/crawl_portal_sources",
      "source_paths": [
        "jobs/precon/crawl_portal_sources"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/crawl_portal_sources/run.py",
      "label": "jobs/precon/crawl_portal_sources/run.py",
      "source_paths": [
        "jobs/precon/crawl_portal_sources/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/drain_processing_tasks",
      "label": "jobs/precon/drain_processing_tasks",
      "source_paths": [
        "jobs/precon/drain_processing_tasks"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/preview_opportunity_sizing",
      "label": "jobs/precon/preview_opportunity_sizing",
      "source_paths": [
        "jobs/precon/preview_opportunity_sizing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/preview_opportunity_sizing/run.py",
      "label": "jobs/precon/preview_opportunity_sizing/run.py",
      "source_paths": [
        "jobs/precon/preview_opportunity_sizing/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/preview_portal_acquisition",
      "label": "jobs/precon/preview_portal_acquisition",
      "source_paths": [
        "jobs/precon/preview_portal_acquisition"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/preview_portal_acquisition/run.py",
      "label": "jobs/precon/preview_portal_acquisition/run.py",
      "source_paths": [
        "jobs/precon/preview_portal_acquisition/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/preview_portal_document_observations/run.py",
      "label": "jobs/precon/preview_portal_document_observations/run.py",
      "source_paths": [
        "jobs/precon/preview_portal_document_observations/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/process_mail_event",
      "label": "jobs/precon/process_mail_event",
      "source_paths": [
        "jobs/precon/process_mail_event"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/process_mail_event/run.py",
      "label": "jobs/precon/process_mail_event/run.py",
      "source_paths": [
        "jobs/precon/process_mail_event/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/publish_portal_documents",
      "label": "jobs/precon/publish_portal_documents",
      "source_paths": [
        "jobs/precon/publish_portal_documents"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/publish_portal_documents/run.py",
      "label": "jobs/precon/publish_portal_documents/run.py",
      "source_paths": [
        "jobs/precon/publish_portal_documents/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/report_opportunity_sizing_quality/run.py",
      "label": "jobs/precon/report_opportunity_sizing_quality/run.py",
      "source_paths": [
        "jobs/precon/report_opportunity_sizing_quality/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/select_primary_portal_links/run.py",
      "label": "jobs/precon/select_primary_portal_links/run.py",
      "source_paths": [
        "jobs/precon/select_primary_portal_links/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/precon/sync_mailbox/run.py",
      "label": "jobs/precon/sync_mailbox/run.py",
      "source_paths": [
        "jobs/precon/sync_mailbox/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/prospecting",
      "label": "jobs/prospecting",
      "source_paths": [
        "jobs/prospecting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/prospecting/commercial_industrial",
      "label": "jobs/prospecting/commercial_industrial",
      "source_paths": [
        "jobs/prospecting/commercial_industrial"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/workflow",
      "label": "jobs/workflow",
      "source_paths": [
        "jobs/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "jobs"
      },
      "id": "source_path:jobs/workflow/resume_blocked_dependencies/run.py",
      "label": "jobs/workflow/resume_blocked_dependencies/run.py",
      "source_paths": [
        "jobs/workflow/resume_blocked_dependencies/run.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs",
      "label": "libs",
      "source_paths": [
        "libs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/asset_inventory/ocr",
      "label": "libs/asset_inventory/ocr",
      "source_paths": [
        "libs/asset_inventory/ocr"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/data_sync/accounting",
      "label": "libs/data_sync/accounting",
      "source_paths": [
        "libs/data_sync/accounting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/data_sync/adapters/accounting.py",
      "label": "libs/data_sync/adapters/accounting.py",
      "source_paths": [
        "libs/data_sync/adapters/accounting.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/data_sync/payroll",
      "label": "libs/data_sync/payroll",
      "source_paths": [
        "libs/data_sync/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/geo/discovery",
      "label": "libs/geo/discovery",
      "source_paths": [
        "libs/geo/discovery"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/geo/h3",
      "label": "libs/geo/h3",
      "source_paths": [
        "libs/geo/h3"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/geo/routing",
      "label": "libs/geo/routing",
      "source_paths": [
        "libs/geo/routing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/geo/scoring",
      "label": "libs/geo/scoring",
      "source_paths": [
        "libs/geo/scoring"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/marketing",
      "label": "libs/marketing",
      "source_paths": [
        "libs/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/marketing/analytics",
      "label": "libs/marketing/analytics",
      "source_paths": [
        "libs/marketing/analytics"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/marketing/authoring",
      "label": "libs/marketing/authoring",
      "source_paths": [
        "libs/marketing/authoring"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/marketing/authoring/audience_studio_types.py",
      "label": "libs/marketing/authoring/audience_studio_types.py",
      "source_paths": [
        "libs/marketing/authoring/audience_studio_types.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/morning_brief",
      "label": "libs/morning_brief",
      "source_paths": [
        "libs/morning_brief"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/morning_brief/prompts/morning_brief_email.md",
      "label": "libs/morning_brief/prompts/morning_brief_email.md",
      "source_paths": [
        "libs/morning_brief/prompts/morning_brief_email.md"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/morning_brief/validation.py",
      "label": "libs/morning_brief/validation.py",
      "source_paths": [
        "libs/morning_brief/validation.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/poa/diagnostics",
      "label": "libs/poa/diagnostics",
      "source_paths": [
        "libs/poa/diagnostics"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/poa/interpretation",
      "label": "libs/poa/interpretation",
      "source_paths": [
        "libs/poa/interpretation"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/poa/matching",
      "label": "libs/poa/matching",
      "source_paths": [
        "libs/poa/matching"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/precon/opportunities/bids",
      "label": "libs/precon/opportunities/bids",
      "source_paths": [
        "libs/precon/opportunities/bids"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/precon/opportunities/workspace",
      "label": "libs/precon/opportunities/workspace",
      "source_paths": [
        "libs/precon/opportunities/workspace"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/precon/rfi",
      "label": "libs/precon/rfi",
      "source_paths": [
        "libs/precon/rfi"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/precon/sizing",
      "label": "libs/precon/sizing",
      "source_paths": [
        "libs/precon/sizing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/procurement/po_workflow",
      "label": "libs/procurement/po_workflow",
      "source_paths": [
        "libs/procurement/po_workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/prospecting",
      "label": "libs/prospecting",
      "source_paths": [
        "libs/prospecting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/prospecting/commercial_industrial.py",
      "label": "libs/prospecting/commercial_industrial.py",
      "source_paths": [
        "libs/prospecting/commercial_industrial.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/prospecting/residential.py",
      "label": "libs/prospecting/residential.py",
      "source_paths": [
        "libs/prospecting/residential.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/workflow",
      "label": "libs/workflow",
      "source_paths": [
        "libs/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "libs"
      },
      "id": "source_path:libs/workflow/issues",
      "label": "libs/workflow/issues",
      "source_paths": [
        "libs/workflow/issues"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "ops"
      },
      "id": "source_path:ops",
      "label": "ops",
      "source_paths": [
        "ops"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines",
      "label": "pipelines",
      "source_paths": [
        "pipelines"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse",
      "label": "pipelines/lakehouse",
      "source_paths": [
        "pipelines/lakehouse"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/ingest",
      "label": "pipelines/lakehouse/ingest",
      "source_paths": [
        "pipelines/lakehouse/ingest"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/ingest/quickbooks_online",
      "label": "pipelines/lakehouse/ingest/quickbooks_online",
      "source_paths": [
        "pipelines/lakehouse/ingest/quickbooks_online"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/ingest/servicetitan",
      "label": "pipelines/lakehouse/ingest/servicetitan",
      "source_paths": [
        "pipelines/lakehouse/ingest/servicetitan"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/ingest/spectrum",
      "label": "pipelines/lakehouse/ingest/spectrum",
      "source_paths": [
        "pipelines/lakehouse/ingest/spectrum"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/publish/serving",
      "label": "pipelines/lakehouse/publish/serving",
      "source_paths": [
        "pipelines/lakehouse/publish/serving"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/transform/gold",
      "label": "pipelines/lakehouse/transform/gold",
      "source_paths": [
        "pipelines/lakehouse/transform/gold"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/transform/gold/morning_brief",
      "label": "pipelines/lakehouse/transform/gold/morning_brief",
      "source_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/transform/gold/morning_brief_email",
      "label": "pipelines/lakehouse/transform/gold/morning_brief_email",
      "source_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief_email"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/transform/gold/morning_brief_payload",
      "label": "pipelines/lakehouse/transform/gold/morning_brief_payload",
      "source_paths": [
        "pipelines/lakehouse/transform/gold/morning_brief_payload"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/lakehouse/transform/silver",
      "label": "pipelines/lakehouse/transform/silver",
      "source_paths": [
        "pipelines/lakehouse/transform/silver"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "pipelines"
      },
      "id": "source_path:pipelines/marketing",
      "label": "pipelines/marketing",
      "source_paths": [
        "pipelines/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services",
      "label": "services",
      "source_paths": [
        "services"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/auth",
      "label": "services/auth",
      "source_paths": [
        "services/auth"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync",
      "label": "services/data_sync",
      "source_paths": [
        "services/data_sync"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/jobs",
      "label": "services/data_sync/jobs",
      "source_paths": [
        "services/data_sync/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/jobs/quickbooks_online",
      "label": "services/data_sync/jobs/quickbooks_online",
      "source_paths": [
        "services/data_sync/jobs/quickbooks_online"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/jobs/quickbooks_online/accounting",
      "label": "services/data_sync/jobs/quickbooks_online/accounting",
      "source_paths": [
        "services/data_sync/jobs/quickbooks_online/accounting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/jobs/sync_accounting",
      "label": "services/data_sync/jobs/sync_accounting",
      "source_paths": [
        "services/data_sync/jobs/sync_accounting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/jobs/sync_payroll",
      "label": "services/data_sync/jobs/sync_payroll",
      "source_paths": [
        "services/data_sync/jobs/sync_payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/data_sync/linkage",
      "label": "services/data_sync/linkage",
      "source_paths": [
        "services/data_sync/linkage"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution",
      "label": "services/execution",
      "source_paths": [
        "services/execution"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/dags",
      "label": "services/execution/dags",
      "source_paths": [
        "services/execution/dags"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/dags/definitions/registry.py",
      "label": "services/execution/dags/definitions/registry.py",
      "source_paths": [
        "services/execution/dags/definitions/registry.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/dags/repair",
      "label": "services/execution/dags/repair",
      "source_paths": [
        "services/execution/dags/repair"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/jobs",
      "label": "services/execution/jobs",
      "source_paths": [
        "services/execution/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/jobs/dispatch",
      "label": "services/execution/jobs/dispatch",
      "source_paths": [
        "services/execution/jobs/dispatch"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/jobs/runner",
      "label": "services/execution/jobs/runner",
      "source_paths": [
        "services/execution/jobs/runner"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/execution/runtime",
      "label": "services/execution/runtime",
      "source_paths": [
        "services/execution/runtime"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo",
      "label": "services/geo",
      "source_paths": [
        "services/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/discovery",
      "label": "services/geo/discovery",
      "source_paths": [
        "services/geo/discovery"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/features",
      "label": "services/geo/features",
      "source_paths": [
        "services/geo/features"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/parcels",
      "label": "services/geo/parcels",
      "source_paths": [
        "services/geo/parcels"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/routing",
      "label": "services/geo/routing",
      "source_paths": [
        "services/geo/routing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/selections",
      "label": "services/geo/selections",
      "source_paths": [
        "services/geo/selections"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geo/selections/candidate_resolver.py",
      "label": "services/geo/selections/candidate_resolver.py",
      "source_paths": [
        "services/geo/selections/candidate_resolver.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/geocoding",
      "label": "services/geocoding",
      "source_paths": [
        "services/geocoding"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse",
      "label": "services/lkci_lakehouse",
      "source_paths": [
        "services/lkci_lakehouse"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/geo",
      "label": "services/lkci_lakehouse/models/geo",
      "source_paths": [
        "services/lkci_lakehouse/models/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/payroll",
      "label": "services/lkci_lakehouse/models/payroll",
      "source_paths": [
        "services/lkci_lakehouse/models/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/precon/records_bids.py",
      "label": "services/lkci_lakehouse/models/precon/records_bids.py",
      "source_paths": [
        "services/lkci_lakehouse/models/precon/records_bids.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/precon/records_blobs.py",
      "label": "services/lkci_lakehouse/models/precon/records_blobs.py",
      "source_paths": [
        "services/lkci_lakehouse/models/precon/records_blobs.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/precon/records_capacity.py",
      "label": "services/lkci_lakehouse/models/precon/records_capacity.py",
      "source_paths": [
        "services/lkci_lakehouse/models/precon/records_capacity.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/models/sources/microsoft/teams.py",
      "label": "services/lkci_lakehouse/models/sources/microsoft/teams.py",
      "source_paths": [
        "services/lkci_lakehouse/models/sources/microsoft/teams.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
      "label": "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
      "source_paths": [
        "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
      "label": "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
      "source_paths": [
        "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/services/domains/servicetitan",
      "label": "services/lkci_lakehouse/services/domains/servicetitan",
      "source_paths": [
        "services/lkci_lakehouse/services/domains/servicetitan"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/lkci_lakehouse/services/domains/servicetitan/payroll.py",
      "label": "services/lkci_lakehouse/services/domains/servicetitan/payroll.py",
      "source_paths": [
        "services/lkci_lakehouse/services/domains/servicetitan/payroll.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/llm",
      "label": "services/llm",
      "source_paths": [
        "services/llm"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing",
      "label": "services/marketing",
      "source_paths": [
        "services/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics",
      "label": "services/marketing/analytics",
      "source_paths": [
        "services/marketing/analytics"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/lifecycle_publication.py",
      "label": "services/marketing/analytics/lifecycle_publication.py",
      "source_paths": [
        "services/marketing/analytics/lifecycle_publication.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/lifecycle_publication_quality.py",
      "label": "services/marketing/analytics/lifecycle_publication_quality.py",
      "source_paths": [
        "services/marketing/analytics/lifecycle_publication_quality.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/lifecycle_publication_quality_queries.py",
      "label": "services/marketing/analytics/lifecycle_publication_quality_queries.py",
      "source_paths": [
        "services/marketing/analytics/lifecycle_publication_quality_queries.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/measure_publication",
      "label": "services/marketing/analytics/measure_publication",
      "source_paths": [
        "services/marketing/analytics/measure_publication"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/response_events",
      "label": "services/marketing/analytics/response_events",
      "source_paths": [
        "services/marketing/analytics/response_events"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/serving_snapshots",
      "label": "services/marketing/analytics/serving_snapshots",
      "source_paths": [
        "services/marketing/analytics/serving_snapshots"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/analytics/source_events",
      "label": "services/marketing/analytics/source_events",
      "source_paths": [
        "services/marketing/analytics/source_events"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring",
      "label": "services/marketing/authoring",
      "source_paths": [
        "services/marketing/authoring"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/audience_studio",
      "label": "services/marketing/authoring/audience_studio",
      "source_paths": [
        "services/marketing/authoring/audience_studio"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/campaign_authoring",
      "label": "services/marketing/authoring/campaign_authoring",
      "source_paths": [
        "services/marketing/authoring/campaign_authoring"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/flow_studio",
      "label": "services/marketing/authoring/flow_studio",
      "source_paths": [
        "services/marketing/authoring/flow_studio"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/geo_audience_import",
      "label": "services/marketing/authoring/geo_audience_import",
      "source_paths": [
        "services/marketing/authoring/geo_audience_import"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/suppression_policies",
      "label": "services/marketing/authoring/suppression_policies",
      "source_paths": [
        "services/marketing/authoring/suppression_policies"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/authoring/template_studio",
      "label": "services/marketing/authoring/template_studio",
      "source_paths": [
        "services/marketing/authoring/template_studio"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/console/insights",
      "label": "services/marketing/console/insights",
      "source_paths": [
        "services/marketing/console/insights"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/console/insights/quality_signals.py",
      "label": "services/marketing/console/insights/quality_signals.py",
      "source_paths": [
        "services/marketing/console/insights/quality_signals.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/console/run_detail",
      "label": "services/marketing/console/run_detail",
      "source_paths": [
        "services/marketing/console/run_detail"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/jobs",
      "label": "services/marketing/jobs",
      "source_paths": [
        "services/marketing/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/review",
      "label": "services/marketing/review",
      "source_paths": [
        "services/marketing/review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime",
      "label": "services/marketing/runtime",
      "source_paths": [
        "services/marketing/runtime"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/actions",
      "label": "services/marketing/runtime/actions",
      "source_paths": [
        "services/marketing/runtime/actions"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/audience",
      "label": "services/marketing/runtime/audience",
      "source_paths": [
        "services/marketing/runtime/audience"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/audience/sources",
      "label": "services/marketing/runtime/audience/sources",
      "source_paths": [
        "services/marketing/runtime/audience/sources"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/flow_advancement.py",
      "label": "services/marketing/runtime/flow_advancement.py",
      "source_paths": [
        "services/marketing/runtime/flow_advancement.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/geo",
      "label": "services/marketing/runtime/geo",
      "source_paths": [
        "services/marketing/runtime/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/members",
      "label": "services/marketing/runtime/members",
      "source_paths": [
        "services/marketing/runtime/members"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/marketing/runtime/run_start",
      "label": "services/marketing/runtime/run_start",
      "source_paths": [
        "services/marketing/runtime/run_start"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/notifications",
      "label": "services/notifications",
      "source_paths": [
        "services/notifications"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/notifications/email.py",
      "label": "services/notifications/email.py",
      "source_paths": [
        "services/notifications/email.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/notifications/microsoft.py",
      "label": "services/notifications/microsoft.py",
      "source_paths": [
        "services/notifications/microsoft.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ocr",
      "label": "services/ocr",
      "source_paths": [
        "services/ocr"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ops",
      "label": "services/ops",
      "source_paths": [
        "services/ops"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ops/execution_state/dags",
      "label": "services/ops/execution_state/dags",
      "source_paths": [
        "services/ops/execution_state/dags"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ops/execution_state/jobs",
      "label": "services/ops/execution_state/jobs",
      "source_paths": [
        "services/ops/execution_state/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ops/job_schedules",
      "label": "services/ops/job_schedules",
      "source_paths": [
        "services/ops/job_schedules"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/ops/observability",
      "label": "services/ops/observability",
      "source_paths": [
        "services/ops/observability"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll",
      "label": "services/payroll",
      "source_paths": [
        "services/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review",
      "label": "services/payroll/time_review",
      "source_paths": [
        "services/payroll/time_review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/blockers.py",
      "label": "services/payroll/time_review/blockers.py",
      "source_paths": [
        "services/payroll/time_review/blockers.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/operations.py",
      "label": "services/payroll/time_review/operations.py",
      "source_paths": [
        "services/payroll/time_review/operations.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/pay_type_overrides.py",
      "label": "services/payroll/time_review/pay_type_overrides.py",
      "source_paths": [
        "services/payroll/time_review/pay_type_overrides.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/read_models.py",
      "label": "services/payroll/time_review/read_models.py",
      "source_paths": [
        "services/payroll/time_review/read_models.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/service.py",
      "label": "services/payroll/time_review/service.py",
      "source_paths": [
        "services/payroll/time_review/service.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/sync_dispatch.py",
      "label": "services/payroll/time_review/sync_dispatch.py",
      "source_paths": [
        "services/payroll/time_review/sync_dispatch.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/sync_failure_blockers.py",
      "label": "services/payroll/time_review/sync_failure_blockers.py",
      "source_paths": [
        "services/payroll/time_review/sync_failure_blockers.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/sync_payloads.py",
      "label": "services/payroll/time_review/sync_payloads.py",
      "source_paths": [
        "services/payroll/time_review/sync_payloads.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/payroll/time_review/sync_requests.py",
      "label": "services/payroll/time_review/sync_requests.py",
      "source_paths": [
        "services/payroll/time_review/sync_requests.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa",
      "label": "services/poa",
      "source_paths": [
        "services/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/api/greenfield/operator",
      "label": "services/poa/api/greenfield/operator",
      "source_paths": [
        "services/poa/api/greenfield/operator"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/commands",
      "label": "services/poa/commands",
      "source_paths": [
        "services/poa/commands"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/commands/qbo",
      "label": "services/poa/commands/qbo",
      "source_paths": [
        "services/poa/commands/qbo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/diagnostics",
      "label": "services/poa/diagnostics",
      "source_paths": [
        "services/poa/diagnostics"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/document_runtime",
      "label": "services/poa/document_runtime",
      "source_paths": [
        "services/poa/document_runtime"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/document_runtime/processors",
      "label": "services/poa/document_runtime/processors",
      "source_paths": [
        "services/poa/document_runtime/processors"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/document_runtime/source.py",
      "label": "services/poa/document_runtime/source.py",
      "source_paths": [
        "services/poa/document_runtime/source.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/intake",
      "label": "services/poa/intake",
      "source_paths": [
        "services/poa/intake"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/interpretation",
      "label": "services/poa/interpretation",
      "source_paths": [
        "services/poa/interpretation"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs",
      "label": "services/poa/jobs",
      "source_paths": [
        "services/poa/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs/case_interpretation.py",
      "label": "services/poa/jobs/case_interpretation.py",
      "source_paths": [
        "services/poa/jobs/case_interpretation.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs/command_dispatch.py",
      "label": "services/poa/jobs/command_dispatch.py",
      "source_paths": [
        "services/poa/jobs/command_dispatch.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs/matching_params.py",
      "label": "services/poa/jobs/matching_params.py",
      "source_paths": [
        "services/poa/jobs/matching_params.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs/sharepoint.py",
      "label": "services/poa/jobs/sharepoint.py",
      "source_paths": [
        "services/poa/jobs/sharepoint.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/jobs/spectrum_sync.py",
      "label": "services/poa/jobs/spectrum_sync.py",
      "source_paths": [
        "services/poa/jobs/spectrum_sync.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/lookups",
      "label": "services/poa/lookups",
      "source_paths": [
        "services/poa/lookups"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/matching",
      "label": "services/poa/matching",
      "source_paths": [
        "services/poa/matching"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/persistence",
      "label": "services/poa/persistence",
      "source_paths": [
        "services/poa/persistence"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/persistence/documents",
      "label": "services/poa/persistence/documents",
      "source_paths": [
        "services/poa/persistence/documents"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/persistence/interpretations",
      "label": "services/poa/persistence/interpretations",
      "source_paths": [
        "services/poa/persistence/interpretations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/persistence/matching",
      "label": "services/poa/persistence/matching",
      "source_paths": [
        "services/poa/persistence/matching"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/policy",
      "label": "services/poa/policy",
      "source_paths": [
        "services/poa/policy"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/review/workflow",
      "label": "services/poa/review/workflow",
      "source_paths": [
        "services/poa/review/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/poa/workflows",
      "label": "services/poa/workflows",
      "source_paths": [
        "services/poa/workflows"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon",
      "label": "services/precon",
      "source_paths": [
        "services/precon"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/correspondence",
      "label": "services/precon/correspondence",
      "source_paths": [
        "services/precon/correspondence"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/diagnostics/sizing_operations.py",
      "label": "services/precon/diagnostics/sizing_operations.py",
      "source_paths": [
        "services/precon/diagnostics/sizing_operations.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/documents",
      "label": "services/precon/documents",
      "source_paths": [
        "services/precon/documents"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/documents/family_resolution",
      "label": "services/precon/documents/family_resolution",
      "source_paths": [
        "services/precon/documents/family_resolution"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/documents/manifest_classification",
      "label": "services/precon/documents/manifest_classification",
      "source_paths": [
        "services/precon/documents/manifest_classification"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/intake",
      "label": "services/precon/intake",
      "source_paths": [
        "services/precon/intake"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/intake/portal_links",
      "label": "services/precon/intake/portal_links",
      "source_paths": [
        "services/precon/intake/portal_links"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/jobs",
      "label": "services/precon/jobs",
      "source_paths": [
        "services/precon/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/mailbox",
      "label": "services/precon/mailbox",
      "source_paths": [
        "services/precon/mailbox"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/observability",
      "label": "services/precon/observability",
      "source_paths": [
        "services/precon/observability"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/operations",
      "label": "services/precon/operations",
      "source_paths": [
        "services/precon/operations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/opportunities",
      "label": "services/precon/opportunities",
      "source_paths": [
        "services/precon/opportunities"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/opportunities/document_explorer",
      "label": "services/precon/opportunities/document_explorer",
      "source_paths": [
        "services/precon/opportunities/document_explorer"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/opportunities/lifecycle",
      "label": "services/precon/opportunities/lifecycle",
      "source_paths": [
        "services/precon/opportunities/lifecycle"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/opportunities/workspace",
      "label": "services/precon/opportunities/workspace",
      "source_paths": [
        "services/precon/opportunities/workspace"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/planning",
      "label": "services/precon/planning",
      "source_paths": [
        "services/precon/planning"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/planning/capacity",
      "label": "services/precon/planning/capacity",
      "source_paths": [
        "services/precon/planning/capacity"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/portals",
      "label": "services/precon/portals",
      "source_paths": [
        "services/precon/portals"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/portals/acquisition",
      "label": "services/precon/portals/acquisition",
      "source_paths": [
        "services/precon/portals/acquisition"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/portals/manifest",
      "label": "services/precon/portals/manifest",
      "source_paths": [
        "services/precon/portals/manifest"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/portals/manifest/selection",
      "label": "services/precon/portals/manifest/selection",
      "source_paths": [
        "services/precon/portals/manifest/selection"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/portals/publish",
      "label": "services/precon/portals/publish",
      "source_paths": [
        "services/precon/portals/publish"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/processing/runtime/rfi_tasks.py",
      "label": "services/precon/processing/runtime/rfi_tasks.py",
      "source_paths": [
        "services/precon/processing/runtime/rfi_tasks.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/processing/runtime/sizing_tasks.py",
      "label": "services/precon/processing/runtime/sizing_tasks.py",
      "source_paths": [
        "services/precon/processing/runtime/sizing_tasks.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/processing/tasks/rfi.py",
      "label": "services/precon/processing/tasks/rfi.py",
      "source_paths": [
        "services/precon/processing/tasks/rfi.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/processing/tasks/sizing.py",
      "label": "services/precon/processing/tasks/sizing.py",
      "source_paths": [
        "services/precon/processing/tasks/sizing.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/review",
      "label": "services/precon/review",
      "source_paths": [
        "services/precon/review"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/review/portal_review.py",
      "label": "services/precon/review/portal_review.py",
      "source_paths": [
        "services/precon/review/portal_review.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/rfi",
      "label": "services/precon/rfi",
      "source_paths": [
        "services/precon/rfi"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/rfi/drafting",
      "label": "services/precon/rfi/drafting",
      "source_paths": [
        "services/precon/rfi/drafting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing",
      "label": "services/precon/sizing",
      "source_paths": [
        "services/precon/sizing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/citations",
      "label": "services/precon/sizing/citations",
      "source_paths": [
        "services/precon/sizing/citations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/guardrails",
      "label": "services/precon/sizing/guardrails",
      "source_paths": [
        "services/precon/sizing/guardrails"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/indexing",
      "label": "services/precon/sizing/indexing",
      "source_paths": [
        "services/precon/sizing/indexing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/inference",
      "label": "services/precon/sizing/inference",
      "source_paths": [
        "services/precon/sizing/inference"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/precedence",
      "label": "services/precon/sizing/precedence",
      "source_paths": [
        "services/precon/sizing/precedence"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/quality",
      "label": "services/precon/sizing/quality",
      "source_paths": [
        "services/precon/sizing/quality"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/selection",
      "label": "services/precon/sizing/selection",
      "source_paths": [
        "services/precon/sizing/selection"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/sizing/synthesis",
      "label": "services/precon/sizing/synthesis",
      "source_paths": [
        "services/precon/sizing/synthesis"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/solicitations",
      "label": "services/precon/solicitations",
      "source_paths": [
        "services/precon/solicitations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/precon/storage",
      "label": "services/precon/storage",
      "source_paths": [
        "services/precon/storage"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/prospecting",
      "label": "services/prospecting",
      "source_paths": [
        "services/prospecting"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/prospecting/jobs/residential",
      "label": "services/prospecting/jobs/residential",
      "source_paths": [
        "services/prospecting/jobs/residential"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow",
      "label": "services/workflow",
      "source_paths": [
        "services/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/artifacts",
      "label": "services/workflow/artifacts",
      "source_paths": [
        "services/workflow/artifacts"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/cases",
      "label": "services/workflow/cases",
      "source_paths": [
        "services/workflow/cases"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/commands",
      "label": "services/workflow/commands",
      "source_paths": [
        "services/workflow/commands"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/events",
      "label": "services/workflow/events",
      "source_paths": [
        "services/workflow/events"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/issues",
      "label": "services/workflow/issues",
      "source_paths": [
        "services/workflow/issues"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/locks",
      "label": "services/workflow/locks",
      "source_paths": [
        "services/workflow/locks"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/read_models",
      "label": "services/workflow/read_models",
      "source_paths": [
        "services/workflow/read_models"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/resumption",
      "label": "services/workflow/resumption",
      "source_paths": [
        "services/workflow/resumption"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "services"
      },
      "id": "source_path:services/workflow/reviews",
      "label": "services/workflow/reviews",
      "source_paths": [
        "services/workflow/reviews"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests",
      "label": "tests",
      "source_paths": [
        "tests"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/dags",
      "label": "tests/dags",
      "source_paths": [
        "tests/dags"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/dags/test_code_defined_dag_registry.py",
      "label": "tests/dags/test_code_defined_dag_registry.py",
      "source_paths": [
        "tests/dags/test_code_defined_dag_registry.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/dags/test_task_repair_auto_resume.py",
      "label": "tests/dags/test_task_repair_auto_resume.py",
      "source_paths": [
        "tests/dags/test_task_repair_auto_resume.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/dags/test_task_repair_context.py",
      "label": "tests/dags/test_task_repair_context.py",
      "source_paths": [
        "tests/dags/test_task_repair_context.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/dags/test_task_repair_retry.py",
      "label": "tests/dags/test_task_repair_retry.py",
      "source_paths": [
        "tests/dags/test_task_repair_retry.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/data_sync",
      "label": "tests/data_sync",
      "source_paths": [
        "tests/data_sync"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/data_sync/test_st_accounting_invoice_candidates.py",
      "label": "tests/data_sync/test_st_accounting_invoice_candidates.py",
      "source_paths": [
        "tests/data_sync/test_st_accounting_invoice_candidates.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo",
      "label": "tests/geo",
      "source_paths": [
        "tests/geo"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_canonical_parcels.py",
      "label": "tests/geo/test_canonical_parcels.py",
      "source_paths": [
        "tests/geo/test_canonical_parcels.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_features_and_scoring.py",
      "label": "tests/geo/test_features_and_scoring.py",
      "source_paths": [
        "tests/geo/test_features_and_scoring.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_geocoding_config.py",
      "label": "tests/geo/test_geocoding_config.py",
      "source_paths": [
        "tests/geo/test_geocoding_config.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_marketing_outcome_overlay_contract.py",
      "label": "tests/geo/test_marketing_outcome_overlay_contract.py",
      "source_paths": [
        "tests/geo/test_marketing_outcome_overlay_contract.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_routing_drive_time.py",
      "label": "tests/geo/test_routing_drive_time.py",
      "source_paths": [
        "tests/geo/test_routing_drive_time.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_saved_selection_service.py",
      "label": "tests/geo/test_saved_selection_service.py",
      "source_paths": [
        "tests/geo/test_saved_selection_service.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_selection_contracts.py",
      "label": "tests/geo/test_selection_contracts.py",
      "source_paths": [
        "tests/geo/test_selection_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_selection_summary_service.py",
      "label": "tests/geo/test_selection_summary_service.py",
      "source_paths": [
        "tests/geo/test_selection_summary_service.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_source_discovery_reporting.py",
      "label": "tests/geo/test_source_discovery_reporting.py",
      "source_paths": [
        "tests/geo/test_source_discovery_reporting.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/geo/test_source_discovery_scoring.py",
      "label": "tests/geo/test_source_discovery_scoring.py",
      "source_paths": [
        "tests/geo/test_source_discovery_scoring.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/integrations",
      "label": "tests/integrations",
      "source_paths": [
        "tests/integrations"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/integrations/test_devnet_wedge_runtime_defaults.py",
      "label": "tests/integrations/test_devnet_wedge_runtime_defaults.py",
      "source_paths": [
        "tests/integrations/test_devnet_wedge_runtime_defaults.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/jobs",
      "label": "tests/jobs",
      "source_paths": [
        "tests/jobs"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/jobs/test_sync_accounting_contracts.py",
      "label": "tests/jobs/test_sync_accounting_contracts.py",
      "source_paths": [
        "tests/jobs/test_sync_accounting_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/jobs/test_sync_accounting_qbo_service.py",
      "label": "tests/jobs/test_sync_accounting_qbo_service.py",
      "source_paths": [
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/jobs/test_sync_payroll_error_rows.py",
      "label": "tests/jobs/test_sync_payroll_error_rows.py",
      "source_paths": [
        "tests/jobs/test_sync_payroll_error_rows.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/jobs/test_sync_payroll_job_phase.py",
      "label": "tests/jobs/test_sync_payroll_job_phase.py",
      "source_paths": [
        "tests/jobs/test_sync_payroll_job_phase.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/lakehouse",
      "label": "tests/lakehouse",
      "source_paths": [
        "tests/lakehouse"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/llm",
      "label": "tests/llm",
      "source_paths": [
        "tests/llm"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing",
      "label": "tests/marketing",
      "source_paths": [
        "tests/marketing"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing/test_audience_materialization_contracts.py",
      "label": "tests/marketing/test_audience_materialization_contracts.py",
      "source_paths": [
        "tests/marketing/test_audience_materialization_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing/test_audience_preview_queries.py",
      "label": "tests/marketing/test_audience_preview_queries.py",
      "source_paths": [
        "tests/marketing/test_audience_preview_queries.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing/test_geo_selection_audience_source.py",
      "label": "tests/marketing/test_geo_selection_audience_source.py",
      "source_paths": [
        "tests/marketing/test_geo_selection_audience_source.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing/test_lifecycle_publication.py",
      "label": "tests/marketing/test_lifecycle_publication.py",
      "source_paths": [
        "tests/marketing/test_lifecycle_publication.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/marketing/test_response_attribution_contracts.py",
      "label": "tests/marketing/test_response_attribution_contracts.py",
      "source_paths": [
        "tests/marketing/test_response_attribution_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/ops",
      "label": "tests/ops",
      "source_paths": [
        "tests/ops"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/ops/test_llm_audit.py",
      "label": "tests/ops/test_llm_audit.py",
      "source_paths": [
        "tests/ops/test_llm_audit.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/payroll",
      "label": "tests/payroll",
      "source_paths": [
        "tests/payroll"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/payroll/test_time_review_grid_contracts.py",
      "label": "tests/payroll/test_time_review_grid_contracts.py",
      "source_paths": [
        "tests/payroll/test_time_review_grid_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/payroll/test_time_review_mutation_contracts.py",
      "label": "tests/payroll/test_time_review_mutation_contracts.py",
      "source_paths": [
        "tests/payroll/test_time_review_mutation_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/payroll/test_time_review_source_refresh.py",
      "label": "tests/payroll/test_time_review_source_refresh.py",
      "source_paths": [
        "tests/payroll/test_time_review_source_refresh.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/payroll/test_time_review_sync_requests.py",
      "label": "tests/payroll/test_time_review_sync_requests.py",
      "source_paths": [
        "tests/payroll/test_time_review_sync_requests.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/pipelines",
      "label": "tests/pipelines",
      "source_paths": [
        "tests/pipelines"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/pipelines/test_morning_brief_packet_contracts.py",
      "label": "tests/pipelines/test_morning_brief_packet_contracts.py",
      "source_paths": [
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/pipelines/test_morning_brief_prompt_validation_contracts.py",
      "label": "tests/pipelines/test_morning_brief_prompt_validation_contracts.py",
      "source_paths": [
        "tests/pipelines/test_morning_brief_prompt_validation_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/pipelines/test_serving_publish.py",
      "label": "tests/pipelines/test_serving_publish.py",
      "source_paths": [
        "tests/pipelines/test_serving_publish.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa",
      "label": "tests/poa",
      "source_paths": [
        "tests/poa"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_catalog_contracts.py",
      "label": "tests/poa/test_poa_catalog_contracts.py",
      "source_paths": [
        "tests/poa/test_poa_catalog_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_command_contracts.py",
      "label": "tests/poa/test_poa_command_contracts.py",
      "source_paths": [
        "tests/poa/test_poa_command_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_command_workflows.py",
      "label": "tests/poa/test_poa_command_workflows.py",
      "source_paths": [
        "tests/poa/test_poa_command_workflows.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_interpretation_persistence.py",
      "label": "tests/poa/test_poa_interpretation_persistence.py",
      "source_paths": [
        "tests/poa/test_poa_interpretation_persistence.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_interpretation_pipeline.py",
      "label": "tests/poa/test_poa_interpretation_pipeline.py",
      "source_paths": [
        "tests/poa/test_poa_interpretation_pipeline.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_job_workflows.py",
      "label": "tests/poa/test_poa_job_workflows.py",
      "source_paths": [
        "tests/poa/test_poa_job_workflows.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_operator_repair_workflows.py",
      "label": "tests/poa/test_poa_operator_repair_workflows.py",
      "source_paths": [
        "tests/poa/test_poa_operator_repair_workflows.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_policy_matching_and_payloads.py",
      "label": "tests/poa/test_poa_policy_matching_and_payloads.py",
      "source_paths": [
        "tests/poa/test_poa_policy_matching_and_payloads.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_review_repair_workflows.py",
      "label": "tests/poa/test_poa_review_repair_workflows.py",
      "source_paths": [
        "tests/poa/test_poa_review_repair_workflows.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/poa/test_poa_source_intake.py",
      "label": "tests/poa/test_poa_source_intake.py",
      "source_paths": [
        "tests/poa/test_poa_source_intake.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon",
      "label": "tests/precon",
      "source_paths": [
        "tests/precon"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/api",
      "label": "tests/precon/api",
      "source_paths": [
        "tests/precon/api"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/precon_rfi_pure_helpers.py",
      "label": "tests/precon/precon_rfi_pure_helpers.py",
      "source_paths": [
        "tests/precon/precon_rfi_pure_helpers.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/precon_rfi_state_helpers.py",
      "label": "tests/precon/precon_rfi_state_helpers.py",
      "source_paths": [
        "tests/precon/precon_rfi_state_helpers.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_opportunity_creation_service.py",
      "label": "tests/precon/test_opportunity_creation_service.py",
      "source_paths": [
        "tests/precon/test_opportunity_creation_service.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_opportunity_workspace_chronology_timeline.py",
      "label": "tests/precon/test_opportunity_workspace_chronology_timeline.py",
      "source_paths": [
        "tests/precon/test_opportunity_workspace_chronology_timeline.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_planning_capacity_recommendations.py",
      "label": "tests/precon/test_planning_capacity_recommendations.py",
      "source_paths": [
        "tests/precon/test_planning_capacity_recommendations.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_portal_acquisition_manifest.py",
      "label": "tests/precon/test_portal_acquisition_manifest.py",
      "source_paths": [
        "tests/precon/test_portal_acquisition_manifest.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_portal_manifest_prioritization.py",
      "label": "tests/precon/test_portal_manifest_prioritization.py",
      "source_paths": [
        "tests/precon/test_portal_manifest_prioritization.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_precon_mailbox_triage_contracts.py",
      "label": "tests/precon/test_precon_mailbox_triage_contracts.py",
      "source_paths": [
        "tests/precon/test_precon_mailbox_triage_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_precon_portal_publication_runtime_contracts.py",
      "label": "tests/precon/test_precon_portal_publication_runtime_contracts.py",
      "source_paths": [
        "tests/precon/test_precon_portal_publication_runtime_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_precon_rfi_draft_contracts.py",
      "label": "tests/precon/test_precon_rfi_draft_contracts.py",
      "source_paths": [
        "tests/precon/test_precon_rfi_draft_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_precon_sizing_inference_contracts.py",
      "label": "tests/precon/test_precon_sizing_inference_contracts.py",
      "source_paths": [
        "tests/precon/test_precon_sizing_inference_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_precon_sizing_synthesis_contracts.py",
      "label": "tests/precon/test_precon_sizing_synthesis_contracts.py",
      "source_paths": [
        "tests/precon/test_precon_sizing_synthesis_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_sizing_precedence_contracts.py",
      "label": "tests/precon/test_sizing_precedence_contracts.py",
      "source_paths": [
        "tests/precon/test_sizing_precedence_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/precon/test_solicitation_determination_validation.py",
      "label": "tests/precon/test_solicitation_determination_validation.py",
      "source_paths": [
        "tests/precon/test_solicitation_determination_validation.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/workflow",
      "label": "tests/workflow",
      "source_paths": [
        "tests/workflow"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "root": "tests"
      },
      "id": "source_path:tests/workflow/test_identity_resolution_decision_contracts.py",
      "label": "tests/workflow/test_identity_resolution_decision_contracts.py",
      "source_paths": [
        "tests/workflow/test_identity_resolution_decision_contracts.py"
      ],
      "type": "source_path"
    },
    {
      "attributes": {
        "area": "llm",
        "max_words": "2000",
        "slug": "ai-in-operational-workflows",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/ai-in-operational-workflows.md",
      "label": "AI In Operational Workflows",
      "source_paths": [
        "docs/engineering/threads/ai-in-operational-workflows.md",
        "services/llm",
        "services/ocr",
        "services/poa/interpretation",
        "services/precon/sizing",
        "tests/llm"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "ai",
        "max_words": "2000",
        "slug": "ai-ocr-evidence-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/ai-ocr-evidence-state-machine.md",
      "label": "AI OCR Evidence State Machine",
      "source_paths": [
        "docs/engineering/threads/ai-ocr-evidence-state-machine.md",
        "services/llm",
        "services/ocr",
        "services/poa/interpretation",
        "services/precon/sizing",
        "tests/llm"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "automation-with-human-repair",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/automation-with-human-repair.md",
      "label": "Automation With Human Repair",
      "source_paths": [
        "docs/engineering/threads/automation-with-human-repair.md",
        "docs/reference/job-layout.md",
        "docs/domains/poa.md",
        "docs/domains/preconstruction.md",
        "services/workflow"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "data-boundaries",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/data-boundaries.md",
      "label": "Data Boundaries",
      "source_paths": [
        "docs/engineering/threads/data-boundaries.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "services/lkci_lakehouse",
        "pipelines/lakehouse"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "data-product-boundaries",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/data-product-boundaries.md",
      "label": "Data Product Boundaries",
      "source_paths": [
        "docs/engineering/threads/data-product-boundaries.md",
        "docs/reference/architecture.md",
        "docs/domains/lakehouse.md",
        "docs/domains/data_sync.md",
        "services/lkci_lakehouse",
        "pipelines/lakehouse",
        "jobs/lakehouse",
        "services/data_sync",
        "tests/lakehouse",
        "tests/pipelines"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "data-publication-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/data-publication-methodology.md",
      "label": "Data Publication Methodology",
      "source_paths": [
        "docs/engineering/threads/data-publication-methodology.md",
        "pipelines/lakehouse",
        "services/lkci_lakehouse",
        "services/data_sync",
        "jobs/lakehouse",
        "jobs/data_sync",
        "services/marketing/analytics/serving_snapshots",
        "pipelines/lakehouse/publish/serving",
        "tests/pipelines/test_serving_publish.py",
        "tests/dags/test_code_defined_dag_registry.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "data-to-review-surface",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/data-to-review-surface.md",
      "label": "Data To Review Surface",
      "source_paths": [
        "docs/engineering/threads/data-to-review-surface.md",
        "docs/reference/architecture.md",
        "docs/domains/poa.md",
        "docs/domains/preconstruction.md",
        "services/workflow",
        "app/api/workflow",
        "jobs/workflow",
        "tests/workflow"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "finance",
        "max_words": "2000",
        "slug": "finance-accounting-sync-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/finance-accounting-sync-workflow.md",
      "label": "Finance Accounting Sync Workflow",
      "source_paths": [
        "docs/engineering/threads/finance-accounting-sync-workflow.md",
        "services/data_sync/jobs/sync_accounting",
        "services/data_sync/jobs/quickbooks_online/accounting",
        "jobs/data_sync/spectrum/sync_accounting/run.py",
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py",
        "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
        "libs/data_sync/accounting",
        "libs/data_sync/adapters/accounting.py",
        "docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
        "tests/jobs/test_sync_accounting_contracts.py",
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "finance",
        "max_words": "2000",
        "slug": "finance-and-ar-surfaces",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/finance-and-ar-surfaces.md",
      "label": "Finance And AR Surfaces",
      "source_paths": [
        "docs/engineering/threads/finance-and-ar-surfaces.md",
        "docs/engineering/concepts/accounts-receivable-surface.md",
        "docs/runbooks/data-sync-spectrum-accounting-duplicates.md",
        "services/data_sync/jobs/sync_accounting",
        "services/data_sync/jobs/quickbooks_online",
        "jobs/data_sync/spectrum/sync_accounting/run.py",
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py",
        "jobs/data_sync/spectrum/accounting_duplicate_diagnostic/run.py",
        "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
        "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
        "tests/jobs/test_sync_accounting_qbo_service.py",
        "tests/data_sync/test_st_accounting_invoice_candidates.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "finance",
        "max_words": "2000",
        "slug": "finance-ar-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/finance-ar-state-machine.md",
      "label": "Finance And AR State Machine",
      "source_paths": [
        "docs/engineering/threads/finance-ar-state-machine.md",
        "services/data_sync/jobs/sync_accounting",
        "services/data_sync/jobs/quickbooks_online",
        "jobs/data_sync/spectrum/sync_accounting/run.py",
        "jobs/data_sync/qbo/sync_accounting_qbo/run.py",
        "services/lkci_lakehouse/repos/servicetitan/sync/accounting_repo",
        "services/lkci_lakehouse/repos/quickbooks_online/sync/accounting_repo.py",
        "tests/data_sync",
        "tests/jobs/test_sync_accounting_qbo_service.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-h3-drive-time-scoring-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
      "label": "Geo H3 Drive Time Scoring Methodology",
      "source_paths": [
        "docs/engineering/threads/geo-h3-drive-time-scoring-methodology.md",
        "libs/geo/h3",
        "libs/geo/scoring",
        "libs/geo/routing",
        "services/geo/features",
        "services/geo/routing",
        "jobs/geo/build_parcel_features/run.py",
        "jobs/geo/build_hex_features/run.py",
        "jobs/geo/smooth_hex_features/run.py",
        "jobs/geo/build_hex_travel_time_matrix/run.py",
        "jobs/geo/build_hex_accessibility_features/run.py",
        "jobs/geo/build_drive_time_features/run.py",
        "jobs/geo/score_hexes/run.py",
        "jobs/geo/export_map_layer/run.py",
        "tests/geo/test_features_and_scoring.py",
        "tests/geo/test_routing_drive_time.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-marketing-audience-handoff",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-marketing-audience-handoff.md",
      "label": "Geo Marketing Audience Handoff",
      "source_paths": [
        "docs/engineering/threads/geo-marketing-audience-handoff.md",
        "services/geo/selections",
        "services/marketing/authoring/geo_audience_import",
        "services/marketing/runtime/audience",
        "services/marketing/runtime/geo",
        "app/api/marketing/audiences",
        "app/web/app/marketing/audiences",
        "tests/marketing/test_geo_selection_audience_source.py",
        "tests/geo/test_marketing_outcome_overlay_contract.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-prospecting-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-prospecting-state-machine.md",
      "label": "Geo Prospecting State Machine",
      "source_paths": [
        "docs/engineering/threads/geo-prospecting-state-machine.md",
        "app/web/app/geo-analysis",
        "app/api/geo_analysis",
        "services/geo",
        "services/geocoding",
        "services/prospecting",
        "libs/prospecting",
        "jobs/geo",
        "jobs/geocoding",
        "jobs/prospecting"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-prospecting-system",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-prospecting-system.md",
      "label": "Geo Prospecting System",
      "source_paths": [
        "docs/engineering/threads/geo-prospecting-system.md",
        "docs/domains/geo.md",
        "app/web/app/geo-analysis",
        "app/api/geo_analysis",
        "services/geo",
        "services/geocoding",
        "services/prospecting",
        "libs/prospecting",
        "jobs/geo",
        "jobs/geocoding",
        "jobs/prospecting",
        "integrations/ext_radar",
        "tests/geo"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-saved-selections",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-saved-selections.md",
      "label": "Geo Saved Selections",
      "source_paths": [
        "docs/engineering/threads/geo-saved-selections.md",
        "services/geo/selections",
        "app/api/geo_analysis",
        "app/web/app/marketing/geo-analysis",
        "services/lkci_lakehouse/models/geo",
        "tests/geo/test_saved_selection_service.py",
        "tests/geo/test_selection_summary_service.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geo-source-discovery-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geo-source-discovery-workflow.md",
      "label": "Geo Source Discovery Workflow",
      "source_paths": [
        "docs/engineering/threads/geo-source-discovery-workflow.md",
        "docs/domains/geo.md",
        "services/geo/discovery",
        "libs/geo/discovery",
        "jobs/geo/source_discovery",
        "config/geo",
        "tests/geo/test_source_discovery_scoring.py",
        "tests/geo/test_source_discovery_reporting.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "geocoding-and-radar",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/geocoding-and-radar.md",
      "label": "Geocoding And Radar",
      "source_paths": [
        "docs/engineering/threads/geocoding-and-radar.md",
        "services/geocoding",
        "integrations/ext_radar",
        "jobs/geocoding",
        "tests/geo/test_geocoding_config.py",
        "tests/integrations/test_devnet_wedge_runtime_defaults.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "h3-features-and-travel-time",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/h3-features-and-travel-time.md",
      "label": "H3 Features And Travel Time",
      "source_paths": [
        "docs/engineering/threads/h3-features-and-travel-time.md",
        "services/geo/features",
        "services/geo/routing",
        "jobs/geo/build_hex_features/run.py",
        "jobs/geo/build_hex_travel_time_matrix/run.py",
        "jobs/geo/build_hex_accessibility_features/run.py",
        "jobs/geo/score_hexes/run.py",
        "tests/geo/test_features_and_scoring.py",
        "tests/geo/test_routing_drive_time.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "integration-provider-boundaries",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/integration-provider-boundaries.md",
      "label": "Integration Provider Boundaries",
      "source_paths": [
        "docs/engineering/threads/integration-provider-boundaries.md",
        "integrations",
        "services/data_sync",
        "services/geocoding",
        "services/notifications",
        "services/auth",
        "services/ocr",
        "services/llm",
        "docs/domains/data_sync.md",
        "docs/domains/notifications.md",
        "tests/integrations"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "integrations",
        "max_words": "2000",
        "slug": "integrations-and-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/integrations-and-workflow.md",
      "label": "Integrations And Workflow",
      "source_paths": [
        "docs/engineering/threads/integrations-and-workflow.md",
        "docs/domains/data_sync.md",
        "docs/domains/notifications.md",
        "docs/reference/auth.md",
        "integrations",
        "services/data_sync",
        "services/geocoding",
        "services/notifications",
        "tests/integrations"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "jobs-and-dag-execution-foundations",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/jobs-and-dag-execution-foundations.md",
      "label": "Jobs And DAG Execution Foundations",
      "source_paths": [
        "docs/engineering/threads/jobs-and-dag-execution-foundations.md",
        "docs/reference/job-layout.md",
        "docs/reference/job-execution-modes.md",
        "docs/domains/dags.md",
        "app/web/app/jobs",
        "app/api/jobs",
        "app/web/app/dags",
        "app/api/dags",
        "services/execution",
        "jobs",
        "tests/jobs",
        "tests/dags",
        "tests/ops"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "execution",
        "max_words": "2000",
        "slug": "lakehouse-and-execution",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/lakehouse-and-execution.md",
      "label": "Lakehouse And Execution",
      "source_paths": [
        "docs/engineering/threads/lakehouse-and-execution.md",
        "docs/domains/lakehouse.md",
        "docs/domains/dags.md",
        "docs/reference/job-layout.md",
        "docs/reference/job-execution-modes.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "data",
        "max_words": "2000",
        "slug": "lakehouse-publication-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/lakehouse-publication-state-machine.md",
      "label": "Lakehouse Publication State Machine",
      "source_paths": [
        "docs/engineering/threads/lakehouse-publication-state-machine.md",
        "services/lkci_lakehouse",
        "pipelines/lakehouse",
        "jobs/lakehouse",
        "jobs/data_sync",
        "services/data_sync"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "ai",
        "max_words": "2000",
        "slug": "llm-ocr-evidence-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/llm-ocr-evidence-methodology.md",
      "label": "LLM OCR Evidence Methodology",
      "source_paths": [
        "docs/engineering/threads/llm-ocr-evidence-methodology.md",
        "services/ocr",
        "services/llm",
        "services/precon/sizing/inference",
        "services/precon/rfi/drafting",
        "services/poa/interpretation",
        "libs/morning_brief/validation.py",
        "tests/precon/test_precon_sizing_inference_contracts.py",
        "tests/precon/test_solicitation_determination_validation.py",
        "tests/pipelines/test_morning_brief_prompt_validation_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-attribution-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-attribution-methodology.md",
      "label": "Marketing Attribution Methodology",
      "source_paths": [
        "docs/engineering/threads/marketing-attribution-methodology.md",
        "libs/marketing/analytics",
        "services/marketing/analytics/source_events",
        "services/marketing/analytics/response_events",
        "services/marketing/analytics/measure_publication",
        "services/marketing/analytics/lifecycle_publication.py",
        "services/marketing/analytics/lifecycle_publication_quality.py",
        "services/marketing/analytics/serving_snapshots",
        "jobs/marketing/publish_source_events/run.py",
        "jobs/marketing/publish_lifecycle_facts/run.py",
        "jobs/marketing/publish_measure_facts/run.py",
        "jobs/marketing/publish_analytics_snapshots/run.py",
        "tests/marketing/test_response_attribution_contracts.py",
        "tests/marketing/test_lifecycle_publication.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-audience-building",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-audience-building.md",
      "label": "Marketing Audience Building",
      "source_paths": [
        "docs/engineering/threads/marketing-audience-building.md",
        "app/web/app/marketing/audiences",
        "app/web/app/marketing/geo-analysis",
        "app/api/marketing/audiences",
        "services/marketing/authoring/audience_studio",
        "services/marketing/authoring/geo_audience_import",
        "services/marketing/runtime/audience",
        "services/marketing/runtime/geo",
        "services/geo/selections",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-audience-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-audience-methodology.md",
      "label": "Marketing Audience Methodology",
      "source_paths": [
        "docs/engineering/threads/marketing-audience-methodology.md",
        "services/marketing/authoring/audience_studio",
        "services/marketing/runtime/audience",
        "services/marketing/runtime/audience/sources",
        "services/marketing/authoring/geo_audience_import",
        "services/marketing/authoring/suppression_policies",
        "services/marketing/runtime/members",
        "libs/marketing/authoring/audience_studio_types.py",
        "tests/marketing/test_audience_preview_queries.py",
        "tests/marketing/test_audience_materialization_contracts.py",
        "tests/marketing/test_geo_selection_audience_source.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-campaign-authoring",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-campaign-authoring.md",
      "label": "Marketing Campaign Authoring",
      "source_paths": [
        "docs/engineering/threads/marketing-campaign-authoring.md",
        "app/web/app/marketing/campaigns",
        "app/web/app/marketing/flows",
        "app/web/app/marketing/templates",
        "app/web/app/marketing/triggers",
        "app/web/app/marketing/suppressions",
        "app/api/marketing/campaigns",
        "app/api/marketing/templates",
        "app/api/marketing/triggers",
        "app/api/marketing/suppressions",
        "services/marketing/authoring",
        "libs/marketing/authoring",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-insights-and-quality",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-insights-and-quality.md",
      "label": "Marketing Insights And Quality",
      "source_paths": [
        "docs/engineering/threads/marketing-insights-and-quality.md",
        "app/web/app/marketing/insights",
        "app/api/marketing/insights",
        "services/marketing/console/insights",
        "services/marketing/analytics",
        "jobs/marketing/publish_source_events/run.py",
        "jobs/marketing/publish_measure_facts/run.py",
        "jobs/marketing/publish_lifecycle_facts/run.py",
        "jobs/marketing/publish_analytics_snapshots/run.py",
        "jobs/marketing/validate_lifecycle_quality/run.py",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-review-and-repair",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-review-and-repair.md",
      "label": "Marketing Review And Repair",
      "source_paths": [
        "docs/engineering/threads/marketing-review-and-repair.md",
        "app/web/app/marketing/review",
        "app/api/marketing/review",
        "services/marketing/review",
        "services/marketing/console/run_detail",
        "jobs/marketing/publish_rendered_asset/run.py",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-run-execution",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-run-execution.md",
      "label": "Marketing Run Execution",
      "source_paths": [
        "docs/engineering/threads/marketing-run-execution.md",
        "app/web/app/marketing/runs",
        "app/api/marketing/campaigns/routes/runtime.py",
        "app/api/marketing/campaigns/routes/runs.py",
        "services/marketing/runtime",
        "services/marketing/jobs",
        "jobs/marketing/start_campaign_run/run.py",
        "jobs/marketing/render_flow_step/run.py",
        "jobs/marketing/advance_campaign/run.py",
        "jobs/marketing/execute_actions/run.py",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-system-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-system-state-machine.md",
      "label": "Marketing System State Machine",
      "source_paths": [
        "docs/engineering/threads/marketing-system-state-machine.md",
        "app/web/app/marketing",
        "app/api/marketing",
        "services/marketing",
        "jobs/marketing",
        "pipelines/marketing",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "marketing",
        "max_words": "2000",
        "slug": "marketing-system",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/marketing-system.md",
      "label": "Marketing System",
      "source_paths": [
        "docs/engineering/threads/marketing-system.md",
        "docs/domains/marketing.md",
        "docs/domains/geo.md",
        "app/web/app/marketing",
        "app/api/marketing",
        "services/marketing",
        "libs/marketing",
        "jobs/marketing",
        "pipelines/marketing",
        "tests/marketing"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "morning-brief-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/morning-brief-workflow.md",
      "label": "Morning Brief Workflow",
      "source_paths": [
        "docs/engineering/threads/morning-brief-workflow.md",
        "docs/engineering/concepts/morning-brief-and-notifications.md",
        "docs/runbooks/morning-brief-phase0-baseline-samples.md",
        "libs/morning_brief",
        "libs/morning_brief/prompts/morning_brief_email.md",
        "jobs/lakehouse/morning_brief_payload/run.py",
        "jobs/lakehouse/morning_brief_email/run.py",
        "pipelines/lakehouse/transform/gold/morning_brief",
        "pipelines/lakehouse/transform/gold/morning_brief_payload",
        "pipelines/lakehouse/transform/gold/morning_brief_email",
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "notification-delivery-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/notification-delivery-state-machine.md",
      "label": "Notification Delivery State Machine",
      "source_paths": [
        "docs/engineering/threads/notification-delivery-state-machine.md",
        "services/notifications",
        "jobs/notifications",
        "integrations",
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "notification-delivery-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/notification-delivery-workflow.md",
      "label": "Notification Delivery Workflow",
      "source_paths": [
        "docs/engineering/threads/notification-delivery-workflow.md",
        "services/notifications",
        "jobs/notifications",
        "jobs/notifications/test_email/run.py",
        "jobs/notifications/test_graph_email/run.py",
        "jobs/notifications/sync_teams_destinations/run.py",
        "integrations/ext_postmark",
        "integrations/ext_microsoft/email.py",
        "integrations/ext_microsoft/teams.py",
        "services/lkci_lakehouse/models/sources/microsoft/teams.py",
        "docs/domains/notifications.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "notifications",
        "max_words": "2000",
        "slug": "notifications-and-communications",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/notifications-and-communications.md",
      "label": "Notifications And Communications",
      "source_paths": [
        "docs/engineering/threads/notifications-and-communications.md",
        "docs/domains/notifications.md",
        "services/notifications",
        "jobs/notifications",
        "integrations/ext_postmark",
        "integrations/ext_microsoft",
        "libs/morning_brief",
        "jobs/lakehouse/morning_brief_payload/run.py",
        "jobs/lakehouse/morning_brief_email/run.py",
        "pipelines/lakehouse/transform/gold/morning_brief_email",
        "tests/pipelines/test_morning_brief_packet_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "operations",
        "max_words": "2000",
        "slug": "operations-and-production",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/operations-and-production.md",
      "label": "Operations And Production",
      "source_paths": [
        "docs/engineering/threads/operations-and-production.md",
        "services/ops",
        "jobs/ops",
        "docs/reference/testing.md",
        "docs/reference/operations-alerting-baseline.md",
        "docs/runbooks/deploy-smoke-rollback-runbook.md",
        "infra/hooks",
        "config",
        "ops"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "operations",
        "max_words": "2000",
        "slug": "operations-production-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/operations-production-state-machine.md",
      "label": "Operations Production State Machine",
      "source_paths": [
        "docs/engineering/threads/operations-production-state-machine.md",
        "jobs",
        "services",
        "docs/runbooks",
        "infra",
        "tests"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "geo",
        "max_words": "2000",
        "slug": "parcel-and-candidate-context",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/parcel-and-candidate-context.md",
      "label": "Parcel And Candidate Context",
      "source_paths": [
        "docs/engineering/threads/parcel-and-candidate-context.md",
        "services/geo/parcels",
        "services/geo/selections/candidate_resolver.py",
        "services/prospecting",
        "libs/prospecting",
        "tests/geo/test_canonical_parcels.py",
        "tests/geo/test_selection_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-exception-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/payroll-exception-methodology.md",
      "label": "Payroll Exception Methodology",
      "source_paths": [
        "docs/engineering/threads/payroll-exception-methodology.md",
        "services/payroll/time_review",
        "services/data_sync/jobs/sync_payroll",
        "jobs/data_sync/spectrum/sync_payroll/run.py",
        "app/api/payroll/time_review",
        "app/web/app/payroll",
        "tests/payroll/test_time_review_sync_requests.py",
        "tests/payroll/test_time_review_source_refresh.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-sync-and-exceptions-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
      "label": "Payroll Sync And Exceptions Workflow",
      "source_paths": [
        "docs/engineering/threads/payroll-sync-and-exceptions-workflow.md",
        "docs/engineering/concepts/payroll-sync-and-exceptions.md",
        "app/web/app/payroll/exceptions",
        "app/web/app/payroll/sync-runs",
        "app/api/payroll/time_review/routes_sync.py",
        "services/payroll/time_review/sync_requests.py",
        "services/payroll/time_review/sync_dispatch.py",
        "services/payroll/time_review/sync_failure_blockers.py",
        "services/payroll/time_review/sync_payloads.py",
        "tests/payroll/test_time_review_sync_requests.py",
        "tests/jobs/test_sync_payroll_error_rows.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-system",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/payroll-system.md",
      "label": "Payroll System",
      "source_paths": [
        "docs/engineering/threads/payroll-system.md",
        "app/web/app/payroll",
        "app/api/payroll",
        "services/payroll",
        "services/lkci_lakehouse/models/payroll",
        "services/lkci_lakehouse/services/domains/servicetitan/payroll.py",
        "docs/runbooks/payroll-time-review.md",
        "tests/payroll",
        "tests/jobs/test_sync_payroll_job_phase.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-time-review-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/payroll-time-review-workflow.md",
      "label": "Payroll Time Review Workflow",
      "source_paths": [
        "docs/engineering/threads/payroll-time-review-workflow.md",
        "docs/engineering/concepts/payroll-time-review.md",
        "app/web/app/payroll/time-review",
        "app/api/payroll/time_review",
        "services/payroll/time_review/read_models.py",
        "services/payroll/time_review/service.py",
        "services/payroll/time_review/blockers.py",
        "services/payroll/time_review/pay_type_overrides.py",
        "docs/runbooks/payroll-time-review.md",
        "tests/payroll/test_time_review_grid_contracts.py",
        "tests/payroll/test_time_review_mutation_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "payroll",
        "max_words": "2000",
        "slug": "payroll-workflow-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/payroll-workflow-state-machine.md",
      "label": "Payroll Workflow State Machine",
      "source_paths": [
        "docs/engineering/threads/payroll-workflow-state-machine.md",
        "app/web/app/payroll",
        "app/api/payroll",
        "services/payroll",
        "services/lkci_lakehouse/models/payroll",
        "docs/runbooks/payroll-time-review.md",
        "tests/payroll"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "platform-foundation",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/platform-foundation.md",
      "label": "Platform Foundation",
      "source_paths": [
        "docs/engineering/threads/platform-foundation.md",
        "docs/reference/architecture.md",
        "AGENTS.md",
        "docs/reference/operational-surface-ownership.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-external-sync-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-external-sync-workflow.md",
      "label": "POA External Sync Workflow",
      "source_paths": [
        "docs/engineering/threads/poa-external-sync-workflow.md",
        "docs/engineering/concepts/poa-external-sync.md",
        "services/poa/commands",
        "services/poa/commands/qbo",
        "services/poa/jobs/command_dispatch.py",
        "services/poa/jobs/spectrum_sync.py",
        "jobs/poa/dispatch_external_commands/run.py",
        "jobs/poa/sync_to_spectrum/run.py",
        "tests/poa/test_poa_command_workflows.py",
        "tests/poa/test_poa_job_workflows.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-interpretation-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-interpretation-workflow.md",
      "label": "POA Interpretation Workflow",
      "source_paths": [
        "docs/engineering/threads/poa-interpretation-workflow.md",
        "docs/engineering/concepts/poa-interpretation.md",
        "services/poa/document_runtime",
        "services/poa/document_runtime/processors",
        "services/poa/interpretation",
        "services/poa/persistence/interpretations",
        "services/poa/jobs/case_interpretation.py",
        "tests/poa/test_poa_interpretation_pipeline.py",
        "tests/poa/test_poa_interpretation_persistence.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-matching-and-validation-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-matching-and-validation-workflow.md",
      "label": "POA Matching And Validation Workflow",
      "source_paths": [
        "docs/engineering/threads/poa-matching-and-validation-workflow.md",
        "docs/engineering/concepts/poa-matching-and-validation.md",
        "services/poa/matching",
        "services/poa/persistence/matching",
        "services/poa/lookups",
        "services/poa/policy",
        "services/poa/workflows",
        "services/poa/jobs/matching_params.py",
        "tests/poa/test_poa_policy_matching_and_payloads.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-matching-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-matching-methodology.md",
      "label": "POA Matching Methodology",
      "source_paths": [
        "docs/engineering/threads/poa-matching-methodology.md",
        "services/poa/interpretation",
        "services/poa/matching",
        "services/poa/workflows",
        "services/poa/policy",
        "services/poa/commands",
        "services/poa/review/workflow",
        "tests/poa/test_poa_catalog_contracts.py",
        "tests/poa/test_poa_command_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-operator-repair",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-operator-repair.md",
      "label": "POA Operator Repair",
      "source_paths": [
        "docs/engineering/threads/poa-operator-repair.md",
        "docs/engineering/concepts/poa-operator-repair-surface.md",
        "app/web/app/poa-greenfield/components/RepairPanel.tsx",
        "app/web/app/poa-greenfield/components/DocumentRepairWorkspace.tsx",
        "services/poa/review/workflow",
        "services/poa/api/greenfield/operator",
        "services/poa/diagnostics",
        "tests/poa/test_poa_review_repair_workflows.py",
        "tests/poa/test_poa_operator_repair_workflows.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-source-intake-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-source-intake-workflow.md",
      "label": "POA Source Intake Workflow",
      "source_paths": [
        "docs/engineering/threads/poa-source-intake-workflow.md",
        "docs/domains/poa.md",
        "docs/engineering/concepts/poa-source-intake.md",
        "services/poa/intake",
        "services/poa/document_runtime/source.py",
        "services/poa/persistence/documents",
        "services/poa/jobs/sharepoint.py",
        "jobs/poa/process_inbox/run.py",
        "tests/poa/test_poa_source_intake.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-system",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-system.md",
      "label": "POA System",
      "source_paths": [
        "docs/engineering/threads/poa-system.md",
        "docs/domains/poa.md",
        "docs/domains/poa-greenfield-route-map.md",
        "app/web/app/poa",
        "app/web/app/poa-greenfield",
        "app/api/poa",
        "services/poa",
        "jobs/poa",
        "tests/poa",
        "docs/runbooks/poa"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "poa",
        "max_words": "2000",
        "slug": "poa-workflow-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/poa-workflow-state-machine.md",
      "label": "POA Workflow State Machine",
      "source_paths": [
        "docs/engineering/threads/poa-workflow-state-machine.md",
        "app/web/app/poa",
        "app/web/app/poa-greenfield",
        "app/api/poa",
        "services/poa",
        "jobs/poa",
        "tests/poa"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-document-publication-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-document-publication-workflow.md",
      "label": "Precon Document Publication Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-document-publication-workflow.md",
        "docs/engineering/concepts/precon-document-publication.md",
        "services/precon/documents",
        "services/precon/storage",
        "services/precon/portals/publish",
        "services/precon/opportunities/document_explorer",
        "services/lkci_lakehouse/models/precon/records_blobs.py",
        "jobs/precon/publish_portal_documents/run.py",
        "jobs/precon/backfill_document_blobs/run.py",
        "tests/precon/test_precon_portal_publication_runtime_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-estimator-workspace-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-estimator-workspace-workflow.md",
      "label": "Precon Estimator Workspace Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-estimator-workspace-workflow.md",
        "docs/engineering/concepts/precon-estimator-workspace.md",
        "app/web/app/precon/opportunities/workspace",
        "app/api/precon/opportunities/workspace_routes.py",
        "services/precon/opportunities/workspace",
        "libs/precon/opportunities/workspace",
        "services/precon/planning",
        "services/precon/opportunities/document_explorer",
        "tests/precon/test_opportunity_workspace_chronology_timeline.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-opportunity-intake-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-opportunity-intake-workflow.md",
      "label": "Precon Opportunity Intake Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-opportunity-intake-workflow.md",
        "docs/engineering/concepts/precon-opportunity-intake.md",
        "services/precon/mailbox",
        "services/precon/intake",
        "services/precon/correspondence",
        "services/precon/solicitations",
        "services/precon/opportunities/lifecycle",
        "jobs/precon/sync_mailbox/run.py",
        "jobs/precon/process_mail_event/run.py",
        "tests/precon/test_precon_mailbox_triage_contracts.py",
        "tests/precon/test_opportunity_creation_service.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-portal-acquisition-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-portal-acquisition-workflow.md",
      "label": "Precon Portal Acquisition Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-portal-acquisition-workflow.md",
        "docs/engineering/concepts/precon-portal-acquisition.md",
        "services/precon/portals",
        "services/precon/intake/portal_links",
        "services/precon/review/portal_review.py",
        "jobs/precon/preview_portal_acquisition/run.py",
        "jobs/precon/crawl_portal_sources/run.py",
        "jobs/precon/select_primary_portal_links/run.py",
        "docs/runbooks/precon-portal-auth-required.md",
        "tests/precon/test_portal_acquisition_manifest.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-portal-publication-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-portal-publication-methodology.md",
      "label": "Precon Portal Publication Methodology",
      "source_paths": [
        "docs/engineering/threads/precon-portal-publication-methodology.md",
        "services/precon/portals/acquisition",
        "services/precon/portals/manifest",
        "services/precon/portals/manifest/selection",
        "services/precon/portals/publish",
        "services/precon/documents/manifest_classification",
        "services/precon/documents/family_resolution",
        "jobs/precon/publish_portal_documents/run.py",
        "jobs/precon/preview_portal_document_observations/run.py",
        "tests/precon/test_portal_manifest_prioritization.py",
        "tests/precon/test_precon_portal_publication_runtime_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-rfi-drafting-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-rfi-drafting-workflow.md",
      "label": "Precon RFI Drafting Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-rfi-drafting-workflow.md",
        "docs/engineering/concepts/precon-rfi-drafting.md",
        "app/web/app/precon/opportunities/workspace/rfi",
        "app/api/precon/rfi",
        "services/precon/rfi",
        "libs/precon/rfi",
        "services/precon/processing/runtime/rfi_tasks.py",
        "services/precon/processing/tasks/rfi.py",
        "tests/precon/precon_rfi_pure_helpers.py",
        "tests/precon/precon_rfi_state_helpers.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-sizing-evidence-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-sizing-evidence-methodology.md",
      "label": "Precon Sizing Evidence Methodology",
      "source_paths": [
        "docs/engineering/threads/precon-sizing-evidence-methodology.md",
        "services/precon/sizing/indexing",
        "services/precon/sizing/selection",
        "services/precon/sizing/inference",
        "services/precon/sizing/synthesis",
        "services/precon/sizing/precedence",
        "services/precon/sizing/guardrails",
        "services/precon/sizing/citations",
        "services/precon/sizing/quality",
        "jobs/precon/preview_opportunity_sizing/run.py",
        "jobs/precon/report_opportunity_sizing_quality/run.py",
        "tests/precon/test_precon_sizing_synthesis_contracts.py",
        "tests/precon/test_sizing_precedence_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-sizing-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-sizing-workflow.md",
      "label": "Precon Sizing Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-sizing-workflow.md",
        "docs/engineering/concepts/precon-sizing-system.md",
        "services/precon/sizing",
        "libs/precon/sizing",
        "services/precon/processing/runtime/sizing_tasks.py",
        "services/precon/processing/tasks/sizing.py",
        "services/precon/diagnostics/sizing_operations.py",
        "jobs/precon/preview_opportunity_sizing/run.py",
        "jobs/precon/report_opportunity_sizing_quality/run.py",
        "tests/precon/test_precon_sizing_synthesis_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-submitted-bids-and-capacity-workflow",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
      "label": "Precon Submitted Bids And Capacity Workflow",
      "source_paths": [
        "docs/engineering/threads/precon-submitted-bids-and-capacity-workflow.md",
        "docs/engineering/concepts/precon-submitted-bids-and-capacity.md",
        "app/web/app/precon/submitted-bids",
        "app/web/app/precon/assignments",
        "app/api/precon/opportunities/bid_routes.py",
        "app/api/precon/planning",
        "services/precon/planning",
        "services/precon/planning/capacity",
        "libs/precon/opportunities/bids",
        "services/lkci_lakehouse/models/precon/records_bids.py",
        "services/lkci_lakehouse/models/precon/records_capacity.py",
        "tests/precon/test_planning_capacity_recommendations.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-system",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-system.md",
      "label": "Precon System",
      "source_paths": [
        "docs/engineering/threads/precon-system.md",
        "docs/domains/preconstruction.md",
        "app/web/app/precon",
        "app/api/precon",
        "services/precon",
        "jobs/precon",
        "tests/precon",
        "docs/runbooks/precon-daily-operations.md",
        "docs/runbooks/precon-mailbox-failures.md",
        "docs/runbooks/precon-repair-jobs.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "precon",
        "max_words": "2000",
        "slug": "precon-workflow-state-machine",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/precon-workflow-state-machine.md",
      "label": "Precon Workflow State Machine",
      "source_paths": [
        "docs/engineering/threads/precon-workflow-state-machine.md",
        "app/web/app/precon",
        "app/api/precon",
        "services/precon",
        "jobs/precon",
        "tests/precon"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "ai",
        "max_words": "2000",
        "slug": "prompted-extraction-foundations",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/prompted-extraction-foundations.md",
      "label": "Prompted Extraction Foundations",
      "source_paths": [
        "docs/engineering/threads/prompted-extraction-foundations.md",
        "services/ocr",
        "services/llm",
        "libs/asset_inventory/ocr",
        "libs/procurement/po_workflow",
        "services/poa/interpretation",
        "services/precon/sizing",
        "services/precon/rfi",
        "tests/llm",
        "tests/ops/test_llm_audit.py",
        "tests/poa/test_poa_interpretation_persistence.py",
        "tests/precon/test_precon_sizing_inference_contracts.py",
        "tests/precon/test_precon_rfi_draft_contracts.py"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-export-review-process",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-export-review-process.md",
      "label": "Export Review Process",
      "source_paths": [
        "docs/engineering/threads/public-export-review-process.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/README.md",
        "docs/engineering/threads/public-platform-journey.md",
        "docs/decisions/0005-engineering-knowledge-site.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-platform-architecture",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-platform-architecture.md",
      "label": "Platform Architecture",
      "source_paths": [
        "docs/engineering/threads/public-platform-architecture.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/start/platform-map.md",
        "docs/engineering/architecture/platform-layers.md",
        "docs/engineering/architecture/monorepo-as-operational-platform.md",
        "docs/engineering/architecture/one-database-many-responsibilities.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-platform-journey",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-platform-journey.md",
      "label": "Platform Journey",
      "source_paths": [
        "docs/engineering/threads/public-platform-journey.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/start/platform-map.md",
        "docs/engineering/architecture/platform-layers.md",
        "docs/engineering/architecture/monorepo-as-operational-platform.md",
        "docs/engineering/concepts/failures-are-data.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-safe-composable-operations",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-safe-composable-operations.md",
      "label": "Composable Operations",
      "source_paths": [
        "docs/engineering/threads/public-safe-composable-operations.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md",
        "docs/engineering/reference/thin-jobs-fat-services.md",
        "docs/engineering/concepts/services-expose-capabilities.md",
        "docs/engineering/concepts/messy-edge-typed-inside.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-safe-human-repair",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-safe-human-repair.md",
      "label": "Human Repair",
      "source_paths": [
        "docs/engineering/threads/public-safe-human-repair.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/concepts/failures-are-data.md",
        "docs/engineering/concepts/ui-window-into-operations.md",
        "docs/engineering/concepts/pipelines-jobs-services-review-surfaces.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "platform",
        "max_words": "2000",
        "slug": "public-safe-source-backed-documentation",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/public-safe-source-backed-documentation.md",
      "label": "Source-Backed Documentation",
      "source_paths": [
        "docs/engineering/threads/public-safe-source-backed-documentation.md",
        "docs/public/platform-journey-strategy.md",
        "docs/engineering/start/platform-map.md",
        "docs/engineering/concepts/engineering-principles.md",
        "docs/engineering/architecture/monorepo-as-operational-platform.md",
        "docs/engineering/threads/public-platform-journey.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "review-primitives",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/review-primitives.md",
      "label": "Review Primitives",
      "source_paths": [
        "docs/engineering/threads/review-primitives.md",
        "services/workflow",
        "libs/workflow",
        "docs/domains/poa.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "review-workflow-foundations",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/review-workflow-foundations.md",
      "label": "Review Workflow Foundations",
      "source_paths": [
        "docs/engineering/threads/review-workflow-foundations.md",
        "services/workflow",
        "libs/workflow",
        "app/api/workflow",
        "app/web/app/identity-resolution",
        "docs/runbooks/identity-resolution-review.md",
        "tests/workflow"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "ui",
        "max_words": "2000",
        "slug": "ui-api-auth-boundaries",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/ui-api-auth-boundaries.md",
      "label": "UI API Auth Boundaries",
      "source_paths": [
        "docs/engineering/threads/ui-api-auth-boundaries.md",
        "app/web/app",
        "app/api",
        "services/auth",
        "services/workflow/read_models",
        "docs/reference/auth.md",
        "docs/reference/operational-surface-ownership.md",
        "tests/precon/api",
        "tests/poa",
        "tests/jobs"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "ui",
        "max_words": "2000",
        "slug": "ui-api-surfaces",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/ui-api-surfaces.md",
      "label": "UI API Surfaces",
      "source_paths": [
        "docs/engineering/threads/ui-api-surfaces.md",
        "app/web/app",
        "app/api",
        "services/workflow/read_models",
        "docs/reference/auth.md"
      ],
      "type": "thread"
    },
    {
      "attributes": {
        "area": "workflow",
        "max_words": "2000",
        "slug": "workflow-repair-methodology",
        "status": "public-ready",
        "type": "thread",
        "visibility": "public"
      },
      "id": "thread:docs/engineering/threads/workflow-repair-methodology.md",
      "label": "Workflow Repair Methodology",
      "source_paths": [
        "docs/engineering/threads/workflow-repair-methodology.md",
        "libs/workflow",
        "services/workflow",
        "services/execution/dags/repair",
        "jobs/workflow/resume_blocked_dependencies/run.py",
        "tests/workflow/test_identity_resolution_decision_contracts.py",
        "tests/dags/test_task_repair_retry.py",
        "tests/dags/test_task_repair_auto_resume.py",
        "tests/dags/test_task_repair_context.py"
      ],
      "type": "thread"
    }
  ]
}
