{"slug":"huytieu-loop-engineering","source_name":"huytieu/loop-engineering","name":"Huytieu/Loop Engineering","description":"Shared loop-engineering reference for COG skills - the agent loop, deterministic verifiers, termination conditions, in-loop context management, and named patterns. Invoke when designing or debugging a skill that iterates (search-verify-retry, scan-until-dry, fetch-retry-gate).","version":2,"lift":{"pass_rate_delta_pts":50,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":31.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-14T07:40:00.860543+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":50,"with_pass_pct":95.5,"without_pass_pct":45.5,"tokens_delta_pct":31.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":20,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-14T07:40:00.860543+00:00","run_id":"afb5230d-e913-494a-a979-cff8925e4dce","version_number":2,"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":"b20fd24215a44bed02d4a4db52c47c78f81f049f18316fdd997bf69dd6ab2f48","raw_url":"https://app.decimal.ai/s/huytieu-loop-engineering/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/huytieu-loop-engineering"}