Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Confidence-guided self-refinement for adaptive reasoning. Implements the CoRefine pattern: assess confidence in each reasoning step, then decide whether to halt, re-examine, or try a different approach -- reducing wasted compute while maintaining accuracy. Use when: 'solve this step by step with self-correction', 'refine your reasoning until confident', 'adaptively debug this problem', 'use confidence-guided refinement', 'self-correct with backtracking', 'try different approaches if stuck'.
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: ace5763b09f5a2ceef9187e04d17ed9dab7129f5a1cb5da1c466cebb69b3ce91
About this listing
- Category
- General
- 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.