continuous-learning-v2

An observer hook extracts Claude Code session observations and transforms them into atomic instincts with confidence scores, enabling continuous learning across development sessions.

The continuous learning process clusters atomic observations with confidence scores into higher-level skills, commands, and agents, managing their lifecycle in a local store for reuse.

You initialize observer hooks via the instinct CLI, which sets up structured storage and begins extracting confidence-weighted learning behaviors from your active session.

Yes, you can persist evolved skills and commands in a structured local store under the homunculus directory, ensuring traceable lineage and reuse across multiple Claude Code sessions.

No external dependencies are required; the instinct CLI and observer hooks operate independently using local scripts and structured storage to manage instinct lifecycle and evolution.

The best way to automate repetitive work is using an evolution pipeline to cluster observed session patterns into autonomous commands and agents with traceable lineage.