{"slug":"wanshuiyin-interview-cheatsheet","source_name":"wanshuiyin/interview-cheatsheet","name":"Wanshuiyin/Interview Cheatsheet","description":"Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab). Use when the user says '写面试 cheat sheet', '写一份 X 教程', '帮我准备 Y 面试题', '出一份 X 速查', or wants a 600-1000 line Chinese tutorial on a specific ML topic.","version":4,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":59.1,"total_cases":22,"passed_cases":13,"tokens_delta_pct":146.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-11T19:37:55.912589+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":59.1,"without_pass_pct":27.3,"tokens_delta_pct":146.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":15,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-11T19:37:55.912589+00:00","run_id":"7360da2f-aabb-42c8-857b-3bdb2f255449","version_number":4,"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":"4d35928194aaf84582eed413a08517c29cbde5b65df0458508406e8d804dd7fe","raw_url":"https://app.decimal.ai/s/wanshuiyin-interview-cheatsheet/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/wanshuiyin-interview-cheatsheet"}