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Backend HTTP API, SQLite, Qdrant, integration contracts, schema and migration safety.
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Baseado na classificação ocupacional SOC
AI feature engineering — llama, embeddings, RAG quality, inference reliability, cost/token discipline.
System architecture, structured code review bar, and technical documentation.
Maturity / inspection pass over [ORG_NAME] code sections (BCS). Load your org’s code-sections ledger, run verify ladder, update shared_context summary on main when columns change.
Data pipelines, ingest, remediation, entity quality — PDF/docs through to vector store.
Decision continuity, handoffs, supersession — Engineering Orchestrator (Mike) accountable; pair with session-notes.
Production frontend work — React 19, TypeScript, Vite, PrimeReact, [ORG_NAME] apps (client, system-console, dashboard).
| name | backend-rag-integration |
| description | Backend HTTP API, SQLite, Qdrant, integration contracts, schema and migration safety. |
| when_to_use | Server routes, DB schema, RAG retrieval wiring, breaking API changes, service boundaries. |
Mike (Engineering Orchestrator) and Devon (Backend Architect Lead) use this skill for Python backend and data plane work (delegate vs own per task).
[PRODUCT_CODE_ROOT]/docs/plans/[PRODUCT_CODE_ROOT]/gates/ as applicableorg_engineering/agents/ specs + this skill.security-compliance-evidencedata-and-ingest overlapSubagents may trace call paths; Mike owns cross-cutting contract truth at release boundaries.