continuous-learning-v2

Observe user sessions via hooks to create project-scoped instincts with confidence scoring.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/Miles0sage/claude-ultimate-stack --skill continuous-learning-v2-miles0sage
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/Miles0sage/claude-ultimate-stack/tree/main/skills/continuous-learning-v2
Command: npx skills add https://github.com/Miles0sage/claude-ultimate-stack --skill continuous-learning-v2-miles0sage

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the process of capturing learned behaviors from your interactions, turning them into reusable "instincts" that can evolve into skills, commands, or agents, thereby enhancing productivity and knowledge sharing.

Core Features & Use Cases

  • Instinct-Based Learning: Observes sessions via hooks to create atomic instincts with confidence scoring.
  • Project-Scoped Instincts: Prevents cross-project contamination by isolating learned patterns to specific projects.
  • Evolution Pipeline: Evolves instincts into full skills, commands, or agents.
  • Use Case: As you develop a React application, the system learns your preferred patterns for using hooks and component structures, automatically creating project-specific instincts that can later be promoted to global use if they prove universally valuable.

Quick Start

Use the /instinct-status command to view your 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 automatically capture learned patterns from my coding sessions?

To automatically capture learned patterns, this system observes your sessions via hooks and creates atomic instincts with confidence scoring. It continuously analyzes your interactions to build reusable behavioral patterns without manual intervention.

What is instinct-based learning for software engineering?

Instinct-based learning is an automated process that observes user sessions via hooks to create atomic instincts with confidence scoring. These learned patterns evolve into reusable skills, commands, or agents to enhance development productivity.

How do I prevent cross-project pattern contamination when learning from sessions?

To prevent cross-project pattern contamination, the system utilizes project-scoped instincts that isolate learned patterns to specific projects. This ensures observed behaviors in one codebase do not incorrectly influence another project's automation.

Can I evolve learned development patterns into reusable commands or agents?

Yes, you can evolve learned development patterns through an evolution pipeline that promotes atomic instincts into full skills, commands, or agents. This allows universally valuable project-specific patterns to be elevated for broader reuse.

Does this continuous learning system work with React project workflows?

Yes, the system works with React project workflows by observing your preferred patterns for hooks and component structures. It automatically creates project-specific instincts that adapt to your specific development framework and practices.

How do I check the status of my learned instincts?

To check the status of your learned instincts, use the /instinct-status command. This provides visibility into the atomic patterns the system has captured and their current confidence scoring from your development sessions.