continuous-learning-v2

Instinct-based learning system with confidence scoring for mobile patterns. Automatically extracts and evolves patterns.

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Install skill "continuous-learning-v2" with this command: npx skills add ahmed3elshaer/everything-claude-code-mobile/ahmed3elshaer-everything-claude-code-mobile-continuous-learning-v2

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

ScoreMeaning
0.0-0.3Experimental
0.3-0.6Validated
0.6-0.8Established
0.8-1.0Best 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.

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Related Skills

Related by shared tags or category signals.

Coding

kmp-networking

No summary provided by upstream source.

Repository SourceNeeds Review
Coding

koin-patterns

No summary provided by upstream source.

Repository SourceNeeds Review
Coding

jetpack-compose

No summary provided by upstream source.

Repository SourceNeeds Review