{"slug":"affaan-m-loop-design-check","source_name":"affaan-m/loop-design-check","name":"Affaan M/Loop Design Check","description":"Design a goal-oriented agent loop, and review it for the ways loops go wrong — spinning and burning tokens, Goodhart-gaming the verifier, or running a wrong answer to completion. Two actions: (1) WRITE a loop — gate whether to build it, define a machine-decidable goal, pick the loop type, pick a skeleton; (2) REVIEW a loop — run it past five failure modes plus decidability, boundaries, fallback, judge independence, and keep-judgment-with-the-human red lines. Use when designing an autonomous agen","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":93.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T10:36:01.940723+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":90.9,"without_pass_pct":54.5,"tokens_delta_pct":93.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T10:36:01.940723+00:00","run_id":"f131b1bb-5e7c-4b7d-b0ea-9f7cf5bbdbb5","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":"e9e69c1493a779a483737f098fedf5be865e2ac7a050d0270b90be930c2c5a75","raw_url":"https://app.decimal.ai/s/affaan-m-loop-design-check/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/affaan-m-loop-design-check"}