continuous-learning-v2

You can capture recurring patterns from Claude Code sessions by enabling PreToolUse and PostToolUse hooks. These hooks observe sessions, generate atomic instincts with confidence scoring, and evolve them into deployable skills, commands, or agents.

Atomic instincts are incremental learning units created from observed session patterns. Each instinct carries a confidence weight that determines its reliability, allowing safe evolution into more complex automation capabilities like skills or commands.

To set up session observation hooks, initialize the homunculus directories under the ~/.claude/homunculus path and start the observer. This enables PreToolUse and PostToolUse hooks to capture sessions for instinct generation.

Yes, you can evolve captured workflow patterns into deployable skills and commands. The system clusters atomic instincts based on confidence scores and transforms them into reusable skills, commands, or agents for scalable automation.

No external dependencies are required. The system operates locally, storing observations and evolved instincts under the ~/.claude/homunculus path, relying solely on Claude Code hooks for data capture.

The best way to automate pattern discovery is using an instinct-based learning system that observes sessions via hooks, detects recurring patterns, and evolves them into atomic instincts with confidence scoring for safe deployment as automation.