{"slug":"majiayu000-langgraph-human-in-the-loop","source_name":"majiayu000/langgraph-human-in-the-loop","name":"Majiayu000/Langgraph Human In The Loop","description":"INVOKE THIS SKILL when implementing human-in-the-loop patterns, pausing for approval, or handling errors in LangGraph. Covers interrupt(), Command(resume=...), approval/validation workflows, and the 4-tier error handling strategy.","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":149.5,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-01T22:34:35.165075+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":100,"without_pass_pct":68.2,"tokens_delta_pct":149.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-09-01T22:34:35.165075+00:00","run_id":"b858bb43-7f11-429a-89d7-4e69eb9f0e94","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":"807134336fa4d3aa74ede9ae17e3bff231a56ee3e8d1a70116e319fe4a8cd42d","raw_url":"https://app.decimal.ai/s/majiayu000-langgraph-human-in-the-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/majiayu000-langgraph-human-in-the-loop"}