# Jinha0907 Knowledgeatlas Retrieval RAG

> Retrieval policy (MVP)

- Skill: `tomevault-io/jinha0907-knowledgeatlas-retrieval-rag` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/jinha0907-knowledgeatlas-retrieval-rag`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/jinha0907-knowledgeatlas-retrieval-rag/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/jinha0907-knowledgeatlas-retrieval-rag

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## Retrieval policy (MVP)
- topK vector search on embedding table joined with chunk/content_block.
- Return: chunks + doc title + block reference so UI can jump to evidence.
- Keep response deterministic: include score, document_id, block_id.

## Guardrails
- Never hallucinate citations. If no evidence, say so and return empty citations.

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<!-- tomevault:4.0:skill_md:2026-04-15 -->