What problem does it solve?
This Skill solves the problem of losing learned coding patterns, workflows, and project conventions between Claude Code sessions, while eliminating the risk of cross-project pattern contamination that occurs when global rules apply universally across all codebases.
Core Features & Use Cases
- Automatic Session Observation: Hooks capture 100% of tool use and user corrections from Claude Code sessions to detect patterns without manual input.
- Project-Scoped Instincts: React, Python, or other project-specific patterns stay isolated to their respective repositories, while universal best practices (like input validation) are shared globally.
- Confidence-Weighted Learning: Learned behaviors are assigned confidence scores from 0.3 (tentative) to 0.9 (near-certain) that evolve based on repeated observation and user feedback.
- Instinct Evolution: Clustered related instincts can be evolved into full reusable skills, custom commands, or specialized agents.
- Use Case: A developer working on a React e-commerce project and a Python data pipeline can have React hook patterns and Django REST conventions stay in their respective projects, while universal patterns like "always validate user input" are automatically shared across all projects.
Quick Start
Use the continuous-learning-v2 skill to enable automatic observation of your Claude Code sessions and start capturing project-specific coding patterns and workflows for reuse.