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Saves user instructions as persistent learnings for future sessions.
Passed 17 of 22 test cases with the skill, and 3 of 22 without it.
and 11 more in the full report
15 fixed2 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
Going forward in this project, name all PostgreSQL table columns in snake_case. Save this rule.
| Checked | Without skill | With skill |
|---|---|---|
| Prefixes the refined instruction with `**[convention]**`. | Missed | Passed |
The instructions your model reads when the skill loads.
Save a user's instruction or preference as a persistent learning that will be applied in all future sessions on this project.
**[convention]** — coding style, workflow, git conventions**[pattern]** — reusable code patterns**[anti-pattern]** — things to avoid**[preference]** — personal/team preferences**[context]** — project-specific contextcaliber learn add "<refined learning>"
For personal preferences (not project-level), add --personal:
caliber learn add --personal "<refined learning>"
git add CALIBER_LEARNINGS.md
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"
test cases passed, vs 3 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.