Task D — Google-style docstrings (Args/Returns) on every public function,
method, and class across all 158 Python files in the backend. Zero ruff D
violations (pydocstyle Google convention).
Task E — Explanatory one-line comment before every code line (~11600 new
comments). ruff check passes clean after isort re-sort.
- Replace default=datetime.utcnow with server_default=func.now() across all 16 models (17 columns) for consistent, timezone-aware timestamps from PostgreSQL
- Upgrade DateTime columns to DateTime(timezone=True) for timestamptz storage
- Configure SQLAlchemy engine pool: pool_size=20, max_overflow=10, pool_recycle=3600, pool_pre_ping=True
- Remove unused datetime imports from model files
Tarea 4.1 — OSINT Enrichment:
- Add OsintItem model with source_type, severity, CVSS metadata, review flag
- Add Alembic migration b022 with osint_items table and optimized indexes
- Add osint_enrichment_service with NVD API integration, deduplication, rate limiting
- Add OSINT router: GET /osint/items, /osint/summary, /osint/technique/{id}
- Add POST /osint/items/{id}/review to mark items as reviewed
- Add POST /osint/enrich/{technique_id} for manual single-technique enrichment
- Techniques with new CVEs are automatically flagged review_required=True
- Register weekly enrichment job in APScheduler
- Add NVD_API_KEY config setting for optional increased rate limits
Tarea 4.2 — Stale Coverage Detection:
- Add stale_detection_service that flags techniques with no validated test
in the last N days, or never-validated but with a coverage status
- Configurable threshold via STALE_THRESHOLD_DAYS setting (default 365)
- Register daily stale detection job in APScheduler
- Only flags techniques not already marked review_required
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