continuous-learning-v2

You can turn Claude Code sessions into reusable skills by using hook-based observation to capture prompts and tool use, transforming them into atomic instincts with confidence scoring that evolve into full skills over time.

Atomic instincts are small, reusable building blocks extracted from Claude Code sessions. They feature confidence scoring to validate reliability before promoting into fully-fledged skills, commands, or agents.

Yes, instincts are project-scoped by default with per-project isolation. You can promote validated patterns globally when appropriate using built-in export, import, and evolution workflows.

Hooks observe prompts and tool use during Claude Code sessions to form reliable patterns. These observations are structured into a Skill Unit requiring a root SKILL.md with name and description frontmatter.

Converting session patterns into atomic instincts with confidence scoring prevents drift. This structured approach maintains a living knowledge base with project-scoped isolation and controlled global promotion.

No external dependencies are required. You only need to set up the observer hooks and start the project-scoped instinct learning pipeline to begin converting sessions into instincts.