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Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.\n---\n\n# Hybrid Search Implementation\n\nPatterns for combining vector similarity and keyword-based search.\n\n## Use this skill when\n\n- Building RAG systems with improved recall\n- Combining semantic understanding with exact matching\n- Handling queries with specific terms (names, codes)\n- Improving search for domain-specific vocabulary\n- When pure vector search misses keyword matches\n\n## Do not use this skill when\n\n- The task is unrelated to hybrid search implementation\n- You need a different domain or tool outside this scope\n\n## Instructions\n\n- Clarify goals, constraints, and required inputs.\n- Apply relevant best practices and validate outcomes.\n- Provide actionable steps and verification.\n- If detailed examples are required, open `resources\u002Fimplementation-playbook.md`.\n\n## Resources\n\n- `resources\u002Fimplementation-playbook.md` for 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