Individual skill

autolearn

0upvotes

Use when a verified non-trivial fix lands or existing solution docs need refresh. Not for unverified fixes.

.devin/skills/autolearn/SKILL.md

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Last checked: Nov 4, 2026

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Repository stars (not skill ratings): 55
Repository last updated: Sep 28, 2026
License: Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

odd Repository topic
odin Repository topic
outline Repository topic
outlines Repository topic
coding-paradigm Repository topic
outline-driven-development Repository topic
claude-plugins Repository topic
codex-cli Repository topic
gemini-cli-extensions Repository topic
outline-driven Repository topic
docs Derived category

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SKILL.mdcore · 19,494 bytes
agents/openai.yamlasset · 144 bytes
assets/solution-template.mddoc · 2,626 bytes
references/concepts.mddoc · 5,241 bytes
references/refresh.mddoc · 2,553 bytes
references/schema.mddoc · 5,469 bytes
scripts/validate-frontmatter.pyruns · 5,038 bytes

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# Autolearn

## Contract

| Field | Bound contract |
|---|---|
| Trigger | A non-trivial fix has been verified (observed working, not hoped working), or explicit autolearn or refresh invocation. |
| Authority | Reversible local: writes only the operating repo's docs/solutions/ and repo-root CONCEPTS.md; rollback is version control. No remote mutation. |
| Side effect | Writes or refreshes docs/solutions/ learning docs and CONCEPTS.md; stages only the surfaces this skill wrote or edited. |
| Done | A validated learning or concept entry exists, or an explicit determination that nothing qualifies. |

## Inputs

- The verified fix or solved problem, from conversation history or codebase. Must be supplied or derivable from context.