---
name: Save Learning
slug: save-learning
category: AI Engineering
description: "Save Learning captures user instructions and preferences as persistent project or personal learnings for future AI sessions. Use it when a user says 'remember this', states a convention, or expresses a preference they want applied going forward."
github: "https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning"
language: TypeScript
stars: 1247
forks: 122
install: "npx degit https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning ~/.claude/skills/save-learning"
installs_to: ~/.claude/skills/save-learning
source_path: skills/save-learning/SKILL.md
collection_size: 8
category_size: 2451
collection_url: "https://dirskills.com/collections/caliber-ai-org/ai-setup"
added: 2026-08-20T07:55:19.325Z
last_synced: 2026-08-20T07:55:19.325Z
canonical_url: "https://dirskills.com/skills/save-learning"
---

# Save Learning

Save Learning captures user instructions and preferences as persistent project or personal learnings for future AI sessions. Use it when a user says 'remember this', states a convention, or expresses a preference they want applied going forward.

**Install:**

```bash
npx degit https://github.com/caliber-ai-org/ai-setup/tree/master/skills/save-learning ~/.claude/skills/save-learning
```

## README

# 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:
   ```bash
   caliber learn add "<refined learning>"
   ```
   For personal preferences (not project-level), add `--personal`:
   ```bash
   caliber learn add --personal "<refined learning>"
   ```
5. Stage the learnings file for the next commit:
   ```bash
   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"