continuous-learning-v2

Observe Claude Code sessions to create project-scoped instincts and evolve them into skills.

1|Updated Apr 6, 2026
One-click install
npx skills add https://github.com/zero3041/PREP --skill continuous-learning-v2-zero3041
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/zero3041/PREP/tree/main/.claude/skills/skills/continuous-learning-v2
Command: npx skills add https://github.com/zero3041/PREP --skill continuous-learning-v2-zero3041

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill enables the transformation of Claude Code sessions into reusable knowledge, creating project-scoped instincts that evolve into skills, commands, or agents.

Core Features & Use Cases

  • Session Learning: Automatically observes Claude Code sessions and identifies patterns for learning.
  • Instinct Creation: Generates atomic instincts with confidence scoring and evolves them into skills/commands/agents.
  • Project Scope: Supports project-scoped instincts to prevent cross-project contamination.
  • Use Case: When developing a React application, this Skill can identify coding patterns, suggesting improvements and learning from your development workflow.

Quick Start

Use the /instinct-status command to review learned instincts.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I extract coding patterns from Claude Code sessions to build reusable knowledge?

To extract coding patterns from Claude Code sessions, this Skill observes your development workflows, identifies patterns, and creates project-scoped instincts that evolve into reusable skills, commands, or agents for your specific codebase.

What is project-based continuous learning for code analysis and how does it prevent cross-project contamination?

Project-based continuous learning for code analysis isolates identified patterns into project-scoped instincts, ensuring that knowledge extracted from one development workflow does not bleed into or conflict with another project's context.

How do I review the learned instincts generated from my development workflow?

To review learned instincts generated from your development workflow, use the /instinct-status command to observe the atomic instincts, their confidence scoring, and their evolution into skills or commands.

Does this continuous learning Skill support React development workflows for pattern recognition?

Yes, this continuous learning Skill supports React development workflows by observing your sessions to identify coding patterns, suggesting improvements, and learning directly from your specific application development process.

What is the best way to evolve atomic instincts with confidence scoring into functional agents?

The best way to evolve atomic instincts with confidence scoring into functional agents is to let the Skill automatically observe Claude Code sessions, identify patterns, and progressively mature those instincts into deployable commands or agents.

Are there limitations when using project-scoped instincts for skill development across different codebases?

The primary limitation of project-scoped instincts for skill development is the strict project boundary; while this prevents cross-project contamination, it means learned patterns will not automatically transfer or apply to different codebases.