| name | self-improving |
| description | Learn from corrections, mistakes, and discoveries during conversations. When the user corrects you, when something fails unexpectedly, or when you discover a project-specific pattern worth remembering — record it as a learning so future sessions benefit automatically.
|
Self-Improving
You have a persistent learning system. Use it to get smarter over time.
When to Record a Learning
Record a learning when ANY of these happen:
- User corrects you — "no, use X instead of Y", "don't do that", "that's wrong"
- Something fails unexpectedly — a build error, test failure, or runtime crash reveals a project-specific gotcha
- You discover a non-obvious pattern — the codebase has a convention that isn't documented anywhere
- User expresses a preference — "I prefer X", "always do Y in this project", "never use Z"
Do NOT record:
- Generic programming knowledge (you already know this)
- Things already documented in CLAUDE.md or project docs
- Trivial one-time fixes
How to Record
Create a markdown file in .learnings/ at the project root:
.learnings/2026-03-20-use-pnpm-not-npm.md
Each learning file follows this format:
# Use pnpm, not npm
**Context**: Ran `npm install` and got lockfile conflicts.
**Correction**: This project uses pnpm exclusively. The `pnpm-lock.yaml` is the source of truth.
**Rule**: Always use `pnpm` for install, add, and run commands. Never use `npm` or `yarn`.
Keep it short — 3-5 lines. One learning per file.
How to Read Learnings
At the start of every conversation, check if .learnings/ exists. If it does, read all files in it before starting work. These are hard-won lessons from previous sessions — respect them.
.learnings/
├── 2026-03-18-api-auth-requires-bearer.md
├── 2026-03-19-tests-need-env-setup.md
└── 2026-03-20-use-pnpm-not-npm.md
Anti-patterns
- Don't create duplicate learnings — check existing files first
- Don't record learnings that contradict CLAUDE.md — CLAUDE.md wins
- Don't flood with trivial entries — quality over quantity
- Don't modify existing learnings unless the user explicitly corrects one
