Advance GitHub repository issues, PRs, and Security and quality asynchronously using gh. Filter repository-wide scope, delegate all individual-item analysis and handling to isolated subagents, and queue key decisions for maintainer approval. Use for project…
Disciplined, verification-driven engineering workflow for features, bug fixes, and safe refactors. Enforces Red → Green → Refactor for logic, before/after visual proof for UI, and rigorous validation before completion. Triggers: verified-dev, verified dev,…
Diagnose and optimize system prompts for LLM agents using a decision-chain method. Turns individual failure cases into reusable invariant fixes instead of case-by-case patches. Use when analyzing why a model misjudged or misrouted an input, when asked to fix…
Clip public or local source videos into precise MP4 excerpts and add styled burned-in subtitles. Use when the user asks to find a video source, cut a speech/talk/interview segment by phrase or timestamp, create an MP4 clip, add Chinese/English bilingual…
Translate English technical blog posts to Chinese. Triggers: 翻译, translate, 翻译一下, 翻一下, translate this. Use when the user wants to translate a technical article (EN → ZH) with a natural, developer-friendly voice.