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:
- Cluster by category/domain
- Generate skill draft from instinct descriptions
- Present for human review
- 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