Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Improve a recurring agent-system failure through a causal Learning Change Record, controlled intervention, replay or holdout evidence, promotion criteria, and recurrence monitoring. Use when prompts, Skills, context assembly, tools, evals, coordination, or agent workflows repeatedly produce the same error, cost, delay, or weak outcome. Do not use for a one-off product-code bug, live incident response, ordinary task planning, or evaluation of one already-defined Skill candidate alone.
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: Unavailable
HTTP 404
About scan coverage and limitationsAbout this listing
- Category
- Product & design
- 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.