Benjamin Admin
ca8c388f37
Sprint 1.10 — Semantic-Validator (User-Vorgabe 2026-06-09):
- Statt unendlich Regex-Pattern fuer jede Schreibweise zu pflegen
(Tel/Telefon/Telefonnr/Phone/Fon/Funkanschluss/…), nutzen wir
bei MC-MISS einen LLM-Call: 'Ist die Pflichtangabe semantisch
doch da, nur unter abweichendem Label?'
- Bei LLM-Treffer: HIGH/MEDIUM-Finding wird zu LOW demoted,
Empfehlung wird zu 'Best-Practice Umbenennung: Management ->
Geschaeftsfuehrer' (mit STANDARD_LABELS-Mapping).
- 1 LLM-Call pro Slot statt N: cost-effizient.
Sprint 1.11 — Auto-Learning-Pattern-Library:
- Jedes Label das SVL findet wird in JSON persistiert:
/tmp/breakpilot/agent_learned_patterns.json
- Beim naechsten Run prueft der Agent zuerst gelernte Patterns
BEVOR er das HIGH-Finding emittiert -> kein LLM-Call mehr.
- Asymptotisch 0 LLM-Calls fuer haeufige Edge-Cases.
- Halluzinations-Schutz: prune_low_confidence() loescht Patterns
mit <0.5 Avg-Confidence nach 100 Beobachtungen.
- Idempotent: gleicher (field_id, label, agent) -> Counter +1.
Tests: 40/40 gruen (10 Pattern-Library + 7 SVL + 13 GT + 11 v2).
STANDARD_LABELS-Map deckt Impressum + Cookie-Policy. Spaeter
erweiterbar fuer DSE, AGB, Widerrufs-Agenten.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
backend-compliance
Python/FastAPI service implementing the DSGVO compliance API: DSR, DSFA, consent, controls, risks, evidence, audit, vendor management, ISMS, change requests, document generation.
Port: 8002 (container: bp-compliance-backend)
Stack: Python 3.12, FastAPI, SQLAlchemy 2.x, Alembic, Keycloak auth.
Architecture
compliance/
├── api/ # Routers (thin, ≤30 LOC per handler)
├── services/ # Business logic
├── repositories/ # DB access
├── domain/ # Value objects, domain errors
├── schemas/ # Pydantic models, split per domain
└── db/models/ # SQLAlchemy ORM, one module per aggregate
The service follows this layered target structure but not all files are fully refactored yet. Phase 1 backlog is tracked in .claude/rules/loc-exceptions.txt (27 backend-compliance files currently excepted).
See ../AGENTS.python.md for the full convention and ../.claude/rules/architecture.md for the non-negotiable rules.
Run locally
cd backend-compliance
pip install -r requirements.txt
export COMPLIANCE_DATABASE_URL=... # Postgres (Hetzner or local)
uvicorn main:app --reload --port 8002
Tests
pytest compliance/tests/ -v
pytest --cov=compliance --cov-report=term-missing
Layout: tests/unit/, tests/integration/, tests/contracts/. Contract tests diff /openapi.json against tests/contracts/openapi.baseline.json.
Public API surface
404+ endpoints across /api/v1/*. Grouped by domain: ai, audit, consent, dsfa, dsr, gdpr, vendor, evidence, change-requests, generation, projects, company-profile, isms. Every path is a contract — see the "Public endpoints" rule in the root CLAUDE.md.
Environment
| Var | Purpose |
|---|---|
COMPLIANCE_DATABASE_URL |
Postgres DSN, sslmode=require |
KEYCLOAK_* |
Auth verification |
QDRANT_URL, QDRANT_API_KEY |
Vector search |
CORE_VALKEY_URL |
Session cache |
Don't touch
Database schema, __tablename__, column names, existing migrations under migrations/. See root CLAUDE.md rule 3.