continuous-learning-v2

Analyze code sessions to detect patterns and evolve instincts into skills.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires git, python3, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill helps Claude build its knowledge base by learning from your code sessions, allowing it to understand your coding patterns and behaviors.

Core Features & Use Cases

  • Automated Pattern Detection: Continuously analyzes your code sessions to identify patterns and create instincts.
  • Instincts to Skills: Evolve instincts into full skills, commands, or agents based on learned patterns.
  • Project-Specific Instincts: Prevents cross-project contamination by creating project-scoped instincts.
  • Global Instincts: Promote project instincts to global scope when applicable.
  • Confidence Scoring: Assigns confidence scores to instincts based on their reliability.
  • Use Case: Imagine you write a lot of code using functional patterns. Use this Skill to automatically detect these patterns and create an instinct that suggests using functional patterns when appropriate.

Quick Start

Enable observation hooks in your code editor to begin learning from your sessions.

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 detect code patterns from my coding sessions?

To automatically detect code patterns, this Skill observes your coding sessions using hooks to identify recurring behaviors and creates instincts. It continuously analyzes your code sessions to detect patterns and generate a personalized code knowledge base.

How does automated code learning work for building a knowledge base?

Automated code learning works by observing your live code sessions for patterns and evolving them into instincts. These instincts are assigned confidence scores based on reliability and can be further evolved into full skills, commands, or agents.

How do I prevent cross-project contamination when sharing code instincts?

To prevent cross-project contamination, the Skill creates project-scoped instincts that are isolated to your current codebase. You can then selectively promote specific project instincts to a global scope only when they are universally applicable.

Do I need git and python3 to use this code analysis Skill?

Yes, you need git and python3 installed in your environment to run this code analysis Skill. You must also enable observation hooks in your code editor to begin learning from your development sessions.

Can I turn detected coding instincts into standalone skills or agents?

Yes, you can turn detected coding instincts into standalone skills or agents. The Skill allows you to evolve your learned behavioral patterns into full skills, commands, or agents based on their assigned confidence scores.