continuous-learning-v2

Extracts reusable coding patterns from Claude Code sessions via deterministic hook observation.

2|Updated May 11, 2026

Search Tags:#automation #claude-code #developer-workflow #pattern-detection #instincts #continuous-learning #project-scoped

Ready to run

npx skills add https://github.com/himanshu231204/AI_Research_agent --skill continuous-learning-v2-himanshu231204

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/himanshu231204/AI_Research_agent/tree/main/.opencode/skills/continuous-learning-v2
Command: npx skills add https://github.com/himanshu231204/AI_Research_agent --skill continuous-learning-v2-himanshu231204

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill eliminates the loss of valuable coding patterns and preferences that occur when development sessions end, providing an automated system to capture and reuse learned behaviors across projects.

Core Features & Use Cases

Automatic Session Observation: Hooks capture tool use events during Claude Code sessions to detect user corrections, error resolutions, and repeated workflows without manual logging.
Atomic Instincts with Confidence Scoring: Learned behaviors are stored as small, atomic instincts with confidence weights (0.3-0.9) that evolve based on observation frequency and user feedback.
Project-Scoped Isolation: v2.1 stores instincts per project using git remote hashes to prevent cross-project contamination, while automatically promoting universal patterns to global scope.
Evolution Pipeline: Related instincts can be clustered into full skills, commands, or specialized agents using the evolve command.

Quick Start

Enable the PreToolUse and PostToolUse observation hooks in your Claude Code settings to automatically capture session patterns and generate project-scoped instincts as you work.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema

How do I automatically extract reusable coding patterns from Claude Code sessions?▼

You can automatically extract reusable coding patterns by enabling PreToolUse and PostToolUse observation hooks in Claude Code settings, which capture tool use events to detect user corrections and repeated workflows without manual logging.

What is continuous learning for developer workflows in Claude Code?▼

Continuous learning for developer workflows is an automated system that uses deterministic hook observation and a background Haiku agent to capture coding preferences, storing them as atomic instincts with confidence weights for reuse across projects.

How do I prevent cross-project contamination of learned coding instincts?▼

You prevent cross-project contamination by using project-scoped isolation, which stores instincts per project using git remote hashes, while automatically promoting universal patterns to global scope when applicable.

Do I need to configure hooks to capture session observations in Claude Code?▼

Yes, you need to enable PreToolUse and PostToolUse observation hooks in your Claude Code settings to automatically capture session patterns and generate project-scoped instincts as you work.

How do related coding instincts evolve into full skills or commands?▼

Related coding instincts evolve into full skills, commands, or specialized agents through the evolve command, which clusters learned behaviors based on observation frequency and user feedback.

What's the best way to save error resolutions from development sessions?▼

The best way to save error resolutions is using automated hook observation, which captures error resolutions during development sessions and stores them as atomic instincts with confidence weights between 0.3 and 0.9.