continuous-learning-v2

You can capture recurring Claude Code workflows by enabling observer hooks that monitor sessions and convert repeated behaviors into atomic instincts. These instincts use confidence scoring to determine when they should evolve into permanent skills or commands.

Confidence scoring evaluates how often specific session behaviors recur to determine their stability. Behaviors with high confidence scores are promoted through the evolution pipeline, maturing from atomic instincts into structured skills, commands, or agents.

Yes, project-scoped isolation keeps instincts per project by default to prevent cross-project contamination. The system also identifies global patterns when cross-project trends emerge, ensuring safe sharing of applicable workflows.

The evolution pipeline includes export and import support to share matured instincts across environments. You can promote project-scoped instincts into global skills or commands and transfer them using the built-in promotion features.

You only need to enable the continuous-learning observer hooks once. After activation, the system automatically observes Claude Code sessions and begins evolving recurring behaviors into project-scoped instincts without further manual configuration.

The instinct model captures trigger, action, domain, confidence, scope, and provenance for each observed behavior. This comprehensive metadata ensures that evolved skills, commands, and agents retain their original context and applicability.