Voice Learning Skill

Learn from user edits to improve the voice profile over time.

Method: Three-Stage Comparison

Every piece flows through three stages:

1. Pre-review: Raw generation output (before review agents)
2. Post-review: After user accepts/rejects advisory fixes
3. Post-edit: User's manually edited final version

The learning agent compares stages 2 and 3 (post-review vs post-edit) to identify patterns in what the user changed. These patterns inform register and rule updates.

Core Rules

1. Sharpen, don't add: Modify existing rules to cover new patterns. Rule bloat degrades output.