Tune Rubric
Operator-initiated rewrite workflow for CocoPod rubric rules flagged by calibration.
Install
npx skills add Snowflake-Labs/cocoplus --skill tune-rubric -g -a claude-code -y- Repository
- Snowflake-Labs/cocoplus727
- Category
- Engineering
- Updated
- 1mo ago
- License
- MIT
- Context cost
- Lightabout 205 tokens
- Runs scripts
- No, instructions only
What it does
Operator-initiated rewrite workflow for CocoPod rubric rules flagged by calibration.
Objective
Implement $cocopod tune-rubric. Read only entries marked never_fires, propose specific rewrites that preserve the original intent while making the condition checkable, and show the source line and proposed replacement to the operator. Apply only explicitly accepted rewrites, then recompile the rubric.
Exit Criteria
- Tuning runs only after an operator command.
- Every applied rewrite has explicit approval and preserves a source citation.
- The rubric is recompiled after accepted source changes.
Anti-Rationalization
| Shortcut / Temptation | Why It Fails |
|---|---|
| Automatically rewrite all flagged rules | Calibration evidence starts a review; it is not write authorization. |
Edit rubric.json without the source | The instruction file remains the source of truth. |
