{"slug":"giuseppe-trisciuoglio-langchain4j-testing-strategies","source_name":"giuseppe-trisciuoglio/langchain4j-testing-strategies","name":"Giuseppe Trisciuoglio/Langchain4j Testing Strategies","description":"Provides unit test, integration test, and mock AI patterns for LangChain4j applications. Creates mock LLM responses, tests retrieval chains, validates RAG workflows, and implements Testcontainers-based integration tests for Java AI services. Use when unit testing AI services, integration testing LangChain4j components, mocking AI models, or testing LLM-based Java applications.","version":1,"lift":{"pass_rate_delta_pts":17.39,"pass_rate_pct":95.7,"total_cases":23,"passed_cases":22,"tokens_delta_pct":58.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T13:36:47.792575+00:00"},"skill_score":0.9565,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":17.39,"with_pass_pct":95.7,"without_pass_pct":78.3,"tokens_delta_pct":58.2,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-21T13:36:47.792575+00:00","run_id":"703c0d86-1f80-4e18-bd96-6a11e11de718","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":"7a27771b389bb1d60bfd6f4fd806c467059dc3efb9068ccdaaf7d1bae515d63a","raw_url":"https://app.decimal.ai/s/giuseppe-trisciuoglio-langchain4j-testing-strategies/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/giuseppe-trisciuoglio-langchain4j-testing-strategies"}