{"slug":"giuseppe-trisciuoglio-langchain4j-rag-implementation-patterns","source_name":"giuseppe-trisciuoglio/langchain4j-rag-implementation-patterns","name":"Giuseppe Trisciuoglio/Langchain4j RAG Implementation Patterns","description":"Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j for Java. Generates document ingestion pipelines, embedding stores, vector search, and semantic search capabilities. Use when building chat-with-documents systems, document Q&A over PDFs or text files, AI assistants with knowledge bases, semantic search over document repositories, or knowledge-enhanced AI applications with source attribution.","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":68.2,"total_cases":22,"passed_cases":15,"tokens_delta_pct":84.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T13:37:41.266109+00:00"},"skill_score":0.6818,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":68.2,"without_pass_pct":63.6,"tokens_delta_pct":84.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-21T13:37:41.266109+00:00","run_id":"ede6cb78-64b4-4f57-b835-85a1f2463637","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":"7678dd080f5d2a09274394eead50c61eddac7252bf62bb891cbf2dd57721f2e1","raw_url":"https://app.decimal.ai/s/giuseppe-trisciuoglio-langchain4j-rag-implementation-patterns/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/giuseppe-trisciuoglio-langchain4j-rag-implementation-patterns"}