continuous-learning-v2

This Skill converts your session observations into atomic instincts with confidence scores, then evolves them into reusable skills, commands, and agents. Enable observation hooks to automatically extract prompts and tool use patterns, then use the instinct CLI to manage and export learned behaviors across environments.

Instincts are atomic patterns extracted from individual observations with confidence scores. Skills emerge when instincts cluster together through background analysis, forming higher-level knowledge you can export as commands or agents to automate complex workflows.

Initialize the homunculus directories, then enable observation hooks to capture prompts and tool use. The lightweight background analysis agent automatically processes observations into instincts. Use instinct CLI commands to status, import, export, and evolve patterns into actionable skills.

Yes. The Skill supports export and import of instinct repositories, letting you transfer learned patterns between environments. This accelerates onboarding and knowledge transfer when teams need to codify repeated workflows into shared, reusable commands and agents.

Instincts persist in your repository with confidence scores that reflect pattern reliability. The background analysis agent continuously re-clusters instincts as new observations arrive, allowing your learned behaviors to evolve and strengthen without manual intervention.