Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
面向 AI Agent 的自我进化引擎,直击"重复犯错、从沉默误学、记忆压缩丢失、进化无法衡量"四大痛点. 通过自反思机制、纠错学习、模式晋升机制,让 Agent 从每次交互中积累可复用经验,而非每次会话从零开始. 核心差异化:反污染防线(3 次确认加不从沉默推断)避免误学、压缩合并而非删除保留确认偏好、 进化指标让"是否变好"可量化、命名空间隔离避免跨项目污染、心跳自动维护. 分层记忆架构(热层≤100 行始终加载、温层≤200 行按需加载、冷层归档、纠错层最近 50 条)降低 token 消耗. 适用于 AI 编程助手避免重复犯错、长期项目经验沉淀、多项目模式复用、需要可衡量进化的团队. 不适用于需要 100% 确定性的关键决策场景.
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: 52ce68a81092982fa59822b8dbc89738d4af4b407e3199788e8352015be3bfd0
About this listing
- Category
- General
- Reported license
- Not specified
- 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.