continuous-learning-v2

To automate learning from Claude Code sessions, enable observe hooks to capture session activity and feed an observer that detects actionable patterns, turning them into atomic instincts for reuse.

Instincts are confidence-weighted primitives created from observed session patterns. They cluster into evolved representations like skills, commands, and agents that can be reused across projects.

To start capturing session activity, enable the observe hooks, initialize the homunculus directories, and begin your Claude Code sessions to automatically feed patterns into the observer.

Yes, all observations and evolutions are stored locally to preserve privacy. Your learned instincts remain private while supporting export and import capabilities for transfer.

Instincts carry a calibrated confidence score that guides when to apply or export them. This ranking ensures only sufficiently validated patterns evolve into reusable skills, commands, and agents.

Yes, instincts feature export and import capabilities allowing you to transfer learned patterns. V2 instincts also interoperate with traditional skills created by Skill Creator for backward compatibility.