Continuous Learning v2

Overview

Captures atomic behavioral patterns (instincts) from session activity via hooks. Each instinct has a confidence score (0.3-0.9) that increases with repetition and decays when contradicted.

Commands

• • View learned patterns with confidence scores
• • Export instincts as JSON for team sharing
• • Import instincts from teammate
• • Cluster related instincts into reusable skills/commands

How It Works

Capture Pipeline

Instinct Format

Confidence Scoring

Score	Meaning	Action
0.3-0.4	Weak signal	Observe only
0.5-0.6	Emerging pattern	Suggest in context
0.7-0.8	Strong pattern	Auto-apply
0.9+	Established behavior	Promote to skill

Evolution Pipeline

When 3+ related instincts reach 0.7+ confidence:

1. Cluster by category/domain
2. Generate skill draft from instinct descriptions
3. Present for human review
4. If approved, create skill .md file in skills/ directory

Stack Context

• .NET 8: Watch for CosmosDB patterns, GDPR anonymization, French HR terms
• React 18: Watch for Redux Toolkit patterns, Ant Design usage, French labels
• Azure: Watch for AKS deployment patterns, Key Vault usage