القائمة
Backend HTTP API, SQLite, Qdrant, integration contracts, schema and migration safety.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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.