preference-learner

name	preference-learner
description	Track and learn user preferences for writing style, communication, and workflow
author	AuthorAgent
version	1.0.0
triggers	["my preferences","remember that I","I prefer","I like","I don't like","I always want","I never want","update preferences","show preferences","preference"]
permissions	["memory_read","memory_write"]

Preference Learner

Track user preferences across writing habits, communication style, and working patterns.

How Preferences Are Learned

1. Explicit statements (highest priority):

   • "I prefer first person POV"
   • "I never want adverbs"
   • "I always want short chapters"

2. Observed patterns:

   • User consistently shortens chapters → learn "short chapters preferred"
   • User always removes dialogue tags → learn "minimal dialogue tags"

3. Author-specific categories:

   • Writing: POV, tense, chapter length, dialogue style, profanity level, romance heat, violence level
   • Genre: primary genre, subgenres, target audience, comp titles
   • Publishing: platform (KDP, trad, hybrid), word count targets
   • Workflow: session length, daily word goal, preferred feedback style

Conflict Resolution

• Explicit beats inferred
• Recent beats old
• Specific beats general
• If conflicting, ask the user

Commands

• show my preferences — Display all tracked preferences
• update preference <key> <value> — Set a preference explicitly
• forget preference <key> — Remove a preference
• reset preferences — Clear all preferences