continuous-learning-v2

Capture Claude Code session activity via hooks to detect corrections and repeated workflows.

26|1|Updated Mar 19, 2026
One-click install
npx skills add https://github.com/BinyaminEden/claude-combine --skill continuous-learning-v2-binyamineden
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/BinyaminEden/claude-combine/tree/main/skills/continuous-learning-v2
Command: npx skills add https://github.com/BinyaminEden/claude-combine --skill continuous-learning-v2-binyamineden

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Manually capturing coding patterns and workflow preferences across Claude Code sessions is tedious and error-prone, while project-specific conventions often get lost when switching contexts or contaminated when applied globally without isolation.

Core Features & Use Cases

  • Hook-Based Observation: Captures 100% of tool use events via PreToolUse and PostToolUse hooks, ensuring no patterns are missed due to probabilistic skill firing.
  • Atomic Instincts with Confidence Scoring: Learns small, specific behaviors with confidence weights (0.3-0.9) that evolve based on observation frequency and user corrections.
  • Project-Scoped Learning: Automatically isolates instincts per project using git remote hashes, preventing React patterns from leaking into Python projects while promoting universal patterns to global scope.
  • Evolution Pipeline: Clusters related instincts into full skills, commands, and agents through the /evolve command.

Quick Start

Use the continuous-learning-v2 skill to automatically observe your Claude Code sessions, learn your coding patterns with confidence scoring, and evolve them into project-specific skills and global best practices.

Frequently Asked Questions about continuous-learning-v2

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How does Claude Code capture and learn coding patterns across sessions automatically?

Project-scoped learning isolates coding instincts per project using git remote hashes, preventing framework-specific patterns from leaking into unrelated repositories while promoting universal patterns to global scope.

How do I register hooks in Claude Code settings to start continuous learning?

You must configure hook registration in Claude Code settings to activate a background observer process using Haiku for pattern analysis, establishing project-scoped storage directories for instinct isolation and promotion.

Can I group related coding instincts into reusable Claude Code skills and commands?

You can cluster related learned instincts into full skills, commands, and agents through the `/evolve` command, applying an evolution pipeline that transforms atomic behaviors with confidence scoring into reusable development assets.

Why does Claude Code forget my workflow conventions when I switch software development projects?

Manually capturing coding patterns and workflow preferences across sessions is error-prone, while project-specific conventions often get lost when switching contexts or contaminated when applied globally without git remote hash isolation.

What's the best way to prevent React patterns from leaking into Python projects in Claude Code?

Project-scoped learning automatically isolates instincts per project using git remote hashes, preventing React patterns from leaking into Python projects while allowing universal coding patterns to be promoted to global scope.