Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Use this when: red-team my optimization metric, find ways to game my metric, metric pre-mortem, adversarial metric evaluation, gaming vectors for my KPI, what could an agent exploit in my metric, metric failure modes, proxy divergence risk, eval contamination, silent degradation from optimization, metric gaming pre-mortem, is my metric robust enough for auto-improvement, build secondary metrics, evaluation diversity plan, metric countermeasures, what does overfitting look like in my system, holdout scenario design, disappearance test, metric gaming attack surface, is my metric gameable, optimization agent failure modes, what could go wrong with my eval, unsupervised optimization risk, metric red team
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
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
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: b6d89ec3e7eddeee4884f462003caec877a7aa419eca21870f023f69cc3bd314
About this listing
- Category
- Security
- Reported license
- Not specified
- 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.