Continuous Learning v2

Instinct-based learning with confidence scoring.

Instinct Structure

{
  "id": "compose-state-hoisting",
  "type": "pattern",
  "description": "Always hoist state to caller in Composables",
  "confidence": 0.85,
  "examples": [...],
  "context": "jetpack-compose",
  "lastUsed": "2026-02-02"
}

Confidence Scoring

Score	Meaning
0.0-0.3	Experimental
0.3-0.6	Validated
0.6-0.8	Established
0.8-1.0	Best practice

Confidence increases with:

• Successful application
• User acceptance
• Consistency across sessions

Commands

/instinct-status        # View with confidence
/instinct-import <file> # Import from others
/instinct-export        # Export for sharing
/evolve                 # Cluster related instincts

Mobile-Specific Instincts

Pre-configured patterns for:

• Compose recomposition optimization
• MVI state management
• Koin module organization
• Ktor error handling
• Espresso test patterns

---

Remember: Instincts evolve. Low confidence patterns may become best practices.