Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Close every autonomous run with a learning pass so the machine never repeats a mistake it already paid for: harvest the run's STRUCTURED artifacts (checkpoint register, blocked-task reasons, guard blocks, fix-loop counts, degradations), verify each candidate lesson adversarially, dedupe against what is already known, then WRITE each learning to the Claude Code memory that LOADS AUTOMATICALLY next session — a convention or plan-shape rule into CLAUDE.md, an area-specific lesson into a path-scoped .claude/rules file, an environment quirk into auto memory. Machine defects are surfaced to the user, never self-patched. Because those are native context files Claude Code already loads, the next run picks the lessons up with no extra step. Use as the closing phase of every run, or standalone.
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: ad841434cfdcd26c1f9ac02b58128ea6c41d423c006ed165372a8c08361fbe8a
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.