Run a self-improving work loop where the kernel — not the agent's say-so — decides whether each candidate change actually improved the codebase. The propose→verify→measure→keep-or-revert cycle with one rule no prior auto-improver enforced: a candidate is KEPT only if a witness the candidate's author did not write CONFIRMS it improved (the test suite green on a clean worktree, the truth syscall clean, and a strictly-measured metric gain). Otherwise it is REVERTED. The keep/revert/escalate decision is the kernel's typed improve verdict (dos improve), not inline prose; a run of non-keeps trips a breaker that ESCALATEs to a human. Each candidate is applied in an ISOLATED git worktree so the kernel adjudicating it is never the kernel being rewritten. Driven entirely by dos verbs + the workspace's own dos.toml — no host-specific paths, lanes, or commit conventions. The DOS reference recursive-self-improvement loop (SKP Axis 5, docs/280).
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
Run a self-improving work loop where the kernel — not the agent's say-so — decides whether each candidate change actually improved the codebase. The propose→verify→measure→keep-or-revert cycle with one rule no prior auto-improver enforced: a candidate is KEPT only if a witness the candidate's author did not write CONFIRMS it improved (the test suite green on a clean worktree, the truth syscall clean, and a strictly-measured metric gain). Otherwise it is REVERTED. The keep/revert/escalate decision is the kernel's typed improve verdict (dos improve), not inline prose; a run of non-keeps trips a breaker that ESCALATEs to a human. Each candidate is applied in an ISOLATED git worktree so the kernel adjudicating it is never the kernel being rewritten. Driven entirely by dos verbs + the workspace's own dos.toml — no host-specific paths, lanes, or commit conventions. The DOS reference recursive-self-improvement loop (SKP Axis 5, docs/280).
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.
Run a self-improving work loop where the kernel — not the agent's say-so — decides whether each candidate change actually improved the codebase. The propose→verify→measure→keep-or-revert cycle with one rule no prior auto-improver enforced: a candidate is KEPT only if a witness the candidate's author did not write CONFIRMS it improved (the test suite green on a clean worktree, the truth syscall clean, and a strictly-measured metric gain). Otherwise it is REVERTED. The keep/revert/escalate decision is the kernel's typed `improve` verdict (`dos improve`), not inline prose; a run of non-keeps trips a breaker that ESCALATEs to a human. Each candidate is applied in an ISOLATED git worktree so the kernel adjudicating it is never the kernel being rewritten. Driven entirely by `dos` verbs + the workspace's own `dos.toml` — no host-specific paths, lanes, or commit conventions. The DOS reference recursive-self-improvement loop (SKP Axis 5, docs/280).
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.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI