菜单
Capture the user's feedback about an output and update the relevant skill or knowledge files so future outputs get sharper.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
Evaluates agent output adversarially before committing — prevents self-assessment bias
Writes a structured session handoff so a fresh agent can continue without losing thread
Turn a plain-English vision or task into a verified, build-ready spec before any code. Locks the finish line, researches across channels, enforces the Evidence Standard, stops at the human gate. Adopted from CleanExpo/Fabel-Prompt-Engineer for the Authority-Site / Pi-CEO / Unite-Group build process.
Loop through advisor profiles in knowledge/board/ and return a combined multi-persona critique of a spec, draft, or decision.
Turn a plain-English vision into a verified, build-ready spec. Locks the finish line, researches across channels, enforces the Evidence Standard, and stops at the human approval gate.
File new articles, transcripts, and notes into knowledge/ in the right place with source metadata and an evidence tag.
| name | improve |
| description | Capture the user's feedback about an output and update the relevant skill or knowledge files so future outputs get sharper. |
Input: feedback from the user about something the system produced ("too long", "wrong assumption about X", "always include cost estimates", …).
SKILL.mdCLAUDE.mdknowledge/knowledge/improvements.md (create it if
missing): date, the feedback in the user's words, the file changed.