continuous-learning-v2

You can enable continuous learning by updating your ~/.claude/settings.json to route PreToolUse and PostToolUse hooks to an observer script, which captures session activity to build a local knowledge base of atomic instincts.

Instinct-based learning is a mechanism that observes user actions, converts them into atomic instincts with confidence scores, and evolves mature instincts into reusable skills, commands, and agents for coding workflows.

To set up an observer agent workflow, edit your ~/.claude/settings.json to enable hooks, initialize the local directory structure for the homunculus, and start the observer to begin capturing session activity.

Yes, all observed data and instinct evolution occur locally on-device, ensuring private learning, with exports for sharing capabilities generated only when explicitly requested by the user.

Coding instincts are assigned confidence scores during observation; as these scores increase through repeated pattern detection, the instincts automatically evolve into structured skills, commands, and agents.

No external dependencies are required; the system relies entirely on local hook integration within Claude Code and a structured storage layout on your device to manage instincts and evolved assets.