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#query-rewriting#gating#synthesis#rag

query-intel

Query rewriting + retrieval gating + outline-first synthesis. Use when a question needs decomposition (Step-Back/Least-to-Most), retrieve-or-skip decisions (CRAG/Self-RAG gates), or multi-source reports (STORM outline-first). Feeds breakthrough-finder stages plan/expand/synthesize.

Gautham-AI-dev@gautham-ai-dev

Install

openclaw skills install @gautham-ai-dev/query-intel

Query Intel

Question → better questions → gated retrieval → outline → cited report.

Commands (intel.py, stdlib)

text
python intel.py stepback "<question>"     # principle + sub-questions
python intel.py decompose "<question>"    # least-to-most ordered steps
python intel.py gate "<query>" --conf X   # retrieve|skip + reason
python intel.py outline "<topic>" --slots # outline w/ breakthrough slots

Rules

  • Rewriters are retriever-specific: lexical expansion → BM25, hypothetical-doc → dense. One universal rewriter fails (RL-QR).
  • Skip retrieval when confident AND answer is stable knowledge (Self-RAG/FLARE gate) — cuts poisoned/noisy exposure.
  • Outline-first always for reports: contradiction / vacancy / method-transfer / hostile-evidence slots before any prose.