{"slug":"aiskillstore-building-rag-systems","source_name":"aiskillstore/building-rag-systems","name":"Aiskillstore/Building RAG Systems","description":"Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval.\nUse when implementing document ingestion pipelines, vector search with Qdrant, or context-aware\nretrieval. Covers chunking strategies, change detection, payload indexing, and context expansion.\nNOT when doing simple similarity search without production requirements.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":76.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-02T23:24:43.184598+00:00"},"skill_score":0.7273,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":72.7,"without_pass_pct":36.4,"tokens_delta_pct":76.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-09-02T23:24:43.184598+00:00","run_id":"c894fd9f-0152-4963-94d1-7d35b2489a74","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"59111e0b7cb58889f5f8ad8eed82d13646a5f62ba1735590eddc7d990347467a","raw_url":"https://app.decimal.ai/s/aiskillstore-building-rag-systems/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aiskillstore-building-rag-systems"}