continuous-learning-v2

Hook-based observation automatically captures Claude Code sessions and converts them into atomic instincts with measurable confidence scores. This pipeline tracks session interactions to extract learned behavioral patterns for future reuse.

Instinct evolution pipelines cluster accumulated atomic instincts into structured skills, commands, and agents. This mechanism refines raw session observations by grouping related patterns to progressively build higher-level capabilities.

Project-scoped instincts prevent cross-project contamination by isolating learned patterns within their specific project boundaries. Universal patterns are managed separately using global instincts for safe cross-project application.

Use the built-in instinct CLI to review suggestions and promote project instincts to the global scope. This built-in promotion capability allows manual elevation of verified patterns into universal instincts for cross-project sharing.

You need to start the observer to activate the hook-based pipeline that turns sessions into evolving instincts. The hooks automatically process Claude Code interactions to populate per-project storage with confidence-scored atomic instincts.