self-evolution
Skill1 starsChanged 51 days agoMITView on GitHub
Turn verified task feedback into reviewable, replay-tested improvements without silently changing behavior.
6 other projects use a version of this.
Adopted by
Most recently taken up by
- liushikuan63/Qoder-Optimizationtheir own version, first seen Nov 1, 2026
- cjwind/crystal-facetstheir own version, first seen Oct 15, 2026
- yaokai123/AgentPawtheir own version, first seen Oct 11, 2026
- TaiMaBenJi/taima-skillstheir own version, first seen Oct 11, 2026
- EvovexAI/EvoFlowtheir own version, first seen Oct 8, 2026
- d-wwei/openclaw-skill-self-evolutiontheir own version, first seen Feb 25, 2026
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 6
- EvovexAI/EvoFlow★ 612same name
- d-wwei/openclaw-skill-self-evolution★ 2same name
- liushikuan63/Qoder-Optimization★ 2same name
- TaiMaBenJi/taima-skills★ 1same name
- yaokai123/AgentPaw★ 1same name
- cjwind/crystal-facets★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository21 other files it gives its agents.
- llms.txtllms.txt
- agentflow-osSkill
- api-and-interface-designSkill
- checkpoint-recoverySkill
- ci-cd-and-automationSkill
- context-engineeringSkill
- debugging-and-error-recoverySkill
- frontend-ui-engineeringSkill
- git-workflow-and-versioningSkill
- interview-meSkill
- makecrewSkill
- parallel-dispatchSkill
- planning-and-task-breakdownSkill
- product-deliverySkill
- review-and-critiqueSkill
- shipping-and-launchSkill
- skill-auditSkill
- source-driven-developmentSkill
- task-intakeSkill
- test-driven-developmentSkill
- verification-before-completionSkill
The file
We split this skill into the rules it gives an agent
1 rule. About 0 are common, 1 is distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
After delivery, record the acceptance score, concrete feedback, and root cause.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Self Evolution
After delivery, record the acceptance score, concrete feedback, and root cause. Group repeated failures into a small proposal scoped to the employee, project, or routing rule. Replay representative tasks against the baseline and adopt a candidate only when its measured score improves. Keep proposals versioned and reversible; never silently overwrite a Skill, role prompt, route, or project memory. High-impact changes still require explicit review.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.