Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Use when upgrading an AI system, agent workflow, Codex skill, prompt, memory, RAG, tool routing, schema, eval set, or feedback loop with VOI, OODA, evals, traces, human gates, versioning, and rollback. Use for controlled self-improving AI system design without uncontrolled model weight changes.
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: 6d8f9bc33fe3214bfce7a555828aaef07e2a832a7cb2b1570cfed86117310a25
About this listing
- Category
- General
- Reported license
- MIT
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.