Continuous Learning Skill

Automatically extract and persist development patterns from sessions.

Purpose

This skill enables the agent to:

• •Learn from successful patterns during development
• •Build a knowledge base of project-specific solutions
• •Improve future recommendations

Pattern Extraction

What to Capture

1. •

   Successful Solutions

   • •Bug fixes that worked
   • •Performance optimizations
   • •Code patterns that solved problems
2. •

   Project Conventions

   • •File naming patterns
   • •Component structure
   • •State management approaches
3. •

   User Preferences

   • •Coding style choices
   • •Tool preferences
   • •Review feedback

Storage Format

{
  "patterns": [
    {
      "id": "pattern-001",
      "type": "solution",
      "context": "React component re-rendering",
      "pattern": "Use useMemo for expensive calculations",
      "example": "const sorted = useMemo(() => items.sort(), [items])",
      "frequency": 5,
      "lastUsed": "2026-01-24T08:00:00Z"
    }
  ]
}

Integration with /learn Command

When /learn is invoked:

1. •Analyze recent session activity
2. •Identify patterns worth capturing
3. •Store in hooks/memory-persistence/patterns.json
4. •Provide summary to user

Usage

/learn                    # Extract patterns from current session
/learn review             # Show learned patterns
/learn forget [pattern]   # Remove a pattern

Longform Guide Integration

This skill is part of the Longform Guide system for persistent memory across sessions.