Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Use when an agent's performance is uneven and you want systematic improvement. Runs diagnose -> challenge-gen -> challenge-run -> update learnings in a loop. Works with or without a team. Keywords: active-learn, training, adversarial, improve, agent, loop, capability, tuning, solo.
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: ef1ebb63bb5cbd31b90826cb5a05eb38c8ef64734666d62bff602db7a9187ed6
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.