{"slug":"itamarzand88-rag-implementation","source_name":"itamarzand88/rag-implementation","name":"Itamarzand88/RAG Implementation","description":"Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.","version":1,"lift":{"pass_rate_delta_pts":12,"pass_rate_pct":92,"total_cases":25,"passed_cases":23,"tokens_delta_pct":28,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T22:32:22.505777+00:00"},"skill_score":0.92,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":12,"with_pass_pct":92,"without_pass_pct":80,"tokens_delta_pct":28,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":25,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-07T22:32:22.505777+00:00","run_id":"ab99ce6e-a603-4b28-ad02-23240f4deb59","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":"MIT","install_count":0,"manifest_hash":"2bcff7c836afc496bc2053e72c11ae57b45d289cb856f6bd7ad34497c425ae00","raw_url":"https://app.decimal.ai/s/itamarzand88-rag-implementation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/itamarzand88-rag-implementation"}