{"slug":"qshanx-loop-design-check","source_name":"qshanx/loop-design-check","name":"Qshanx/Loop Design Check","description":"把一个任务\"写成\"一个目标导向的 loop，并\"检查\"这个 loop 写得对不对、会不会跑飞——防止空转烧钱 / Goodhart 作弊 / 把错的干到底。两个动作：① 写 loop（先做减法判该不该建 → 定可判定目标 → 选回路类型 → 选骨架）② 体检 loop（过五个崩法 + 可判定性 + 边界 + 降级 + judge 独立 + 判断留人红线）。中文触发：写 loop、设计 loop、做一个 loop、把任务变 loop、agent 自动循环、检查 loop 对不对、loop 体检、loop 会不会跑飞、loop 空转烧钱、loop 作弊、目标导向循环、可判定目标、五个崩法、plan build judge、文档驱动派活、该不该建 loop。English triggers: design an agent loop, write a loop, check a loop, loop review, prevent runaway loop, goal-oriented loop, decidable goal, plan build judge.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":143.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.8-flash","grading_method":"judged","completed_at":"2026-11-02T21:57:29.813355+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.8-flash","headline":true,"delta_pts":45.45,"with_pass_pct":86.4,"without_pass_pct":40.9,"tokens_delta_pct":143.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-11-02T21:57:29.813355+00:00","run_id":"63903bbf-22db-42f0-8040-9bb7c2a26e87","latest_attempt":{"id":"63903bbf-22db-42f0-8040-9bb7c2a26e87","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-02T21:57:29.813355+00:00","gate":null},"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,"total_uses":0,"total_users":0,"manifest_hash":"6947039ee7d0ebd267841fcf45d08d8a067ee23fb1fecfea8ebf7aec71c545f2","install_name":"qshanx-loop-design-check","version_id":"30d5afa5-7e64-4506-8e70-33a9cc1f57c2","body_sha256":"6947039ee7d0ebd267841fcf45d08d8a067ee23fb1fecfea8ebf7aec71c545f2","render_hash":"928a7594ce0c17d5109131912858285f310eb4820bda4d0057c771206db8c4a8","raw_url":"https://app.decimal.ai/s/qshanx-loop-design-check/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/qshanx-loop-design-check"}