Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
课程内容审美对齐与可验证偏好学习。根据用户改稿、满意/否定信号、A/B 选择和跨样本稳定修改,记录 learning-log、正反例、edit traces、preference pairs 与 judge rubric;只把通过证据门的偏好更新为长期规则。Use when the user says 内容审美对齐、让课程制作人学习这次修改、沉淀改稿偏好、这版可以以后照着写、A/B 版本更喜欢哪个,或对课程逐字稿和审校结果给出反馈。
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Automated security scan: Partial
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: 2f7211e61b6233d0ba5bf74cd65c28a9d838ffc27575bd34ecfcdfde2e3ccee9
About this listing
- Category
- General
- Reported license
- MIT
- Listing language (estimated)
- Chinese
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.