save-learning

Save Learning

Save a user's instruction or preference as a persistent learning that will be applied in all future sessions on this project.

Instructions

1. Detect when the user gives an instruction to remember, such as:
   • "remember this", "save this", "always do X", "never do Y"
   • "from now on", "going forward", "in this project we..."
   • Any stated convention, preference, or rule
2. Refine the instruction into a clean, actionable learning bullet with an appropriate type prefix:
   • **[convention]** — coding style, workflow, git conventions
   • **[pattern]** — reusable code patterns
   • **[anti-pattern]** — things to avoid
   • **[preference]** — personal/team preferences
   • **[context]** — project-specific context
3. Show the refined learning to the user and ask for confirmation
4. If confirmed, run:

   caliber learn add "<refined learning>"
   

   For personal preferences (not project-level), add --personal:

   caliber learn add --personal "<refined learning>"
   

5. Stage the learnings file for the next commit:

   git add CALIBER_LEARNINGS.md
   

Examples

User: "when developing features, push to next branch not master, remember it" -> Refine: **[convention]** Push feature commits to the \next` branch, not `master` -> "I'll save this as a project learning: **[convention]** Push feature commits to the \next` branch, not `master` Save for future sessions?" -> If yes: run caliber learn add "**[convention]** Push feature commits to the next branch, not master" -> Run git add CALIBER_LEARNINGS.md

User: "always use bun instead of npm" -> Refine: **[preference]** Use \bun` instead of `npm` for package management` -> Confirm and save

User: "never use any in TypeScript, use unknown instead" -> Refine: **[convention]** Use \unknown` instead of `any` in TypeScript` -> Confirm and save

When NOT to trigger

• The user is giving a one-time instruction for the current task only
• The instruction is too vague to be actionable
• The user explicitly says "just for now" or "only this time"