القائمة
Build or debug genai-tk RAG retrievers, ingestion, chunking, hybrid search, reranking, and RAG agent tools. Use when editing docs/rag.md areas or config/rag.yaml.
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
Build or modify LangChain, DeepAgent, DeerFlow profiles, agent tools, middleware, checkpointing, skills wiring, and the shared harness layer in genai-tk.
Work on BAML structured extraction, BAML CLI commands, processors, utilities, and Prefect BAML workflow integration in genai-tk.
Work on browser automation, sandbox browser tools, direct Playwright tools, AioSandbox backend, and sandbox CLI support in genai-tk.
Add or modify genai-tk Typer CLI commands, dynamic command registration, project scaffolding, and generated Copilot/agent support files.
Work on genai-tk OmegaConf configuration, profiles, overrides, env substitution, and config discovery. Use when editing config/*.yaml or genai_tk.config_mgmt.config_mngr.
Work on core LLM, embeddings, vector store, provider, cache, prompt, and retriever factories in genai-tk. Use when editing genai_tk/core or provider configuration.
| name | rag-systems |
| description | Build or debug genai-tk RAG retrievers, ingestion, chunking, hybrid search, reranking, and RAG agent tools. Use when editing docs/rag.md areas or config/rag.yaml. |
docs/rag.mdgenai_tk/core/factories/retriever_factory.pygenai_tk/core/retrievers/genai_tk/workflow/rag/config/rag.yamlRetrieverFactory reads retrievers.<tag> from YAML and returns a ManagedRetriever. ManagedRetriever owns async query, ingestion, deletion, and stats. Retriever implementations remain composable and can point to other named retrievers.
| Type | Code | Notes |
|---|---|---|
| Dense vector | genai_tk/core/retrievers/vector.py | Uses embeddings_store config keys |
| BM25 | genai_tk/core/retrievers/bm25.py, genai_tk/workflow/retrievers/bm25s_retriever.py | Persists local keyword index |
| Ensemble | genai_tk/core/retrievers/ensemble.py | Weighted fusion over named retrievers |
| Reranked | genai_tk/core/retrievers/reranked.py | Wraps another retriever |
| PostgreSQL hybrid | genai_tk/core/retrievers/pg_hybrid.py | pgvector plus full-text search |
| ZeroEntropy | genai_tk/core/retrievers/zero_entropy.py, genai_tk/workflow/retrievers/zeroentropy.py | Read-only external retrieval |
config/rag.yaml; add retriever config before adding code.genai_tk/core/retrievers/ only when composition cannot express the behavior.tests/unit_tests/core/ or tests/unit_tests/workflow/rag/.GENAITK_PROFILE=pytest uv run pytest tests/unit_tests/core/test_retriever_factory.py -q
GENAITK_PROFILE=pytest uv run pytest tests/unit_tests/workflow/rag -q
uv run cli rag --help