continuous-learning-v2

Extract Claude Code session observations into atomic instincts with confidence scoring.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Turning scattered Claude Code sessions into reusable, structured knowledge by extracting patterns as atomic instincts that can mature into skills, commands, or agents.

Core Features & Use Cases

  • Deterministic observation: Hooks capture tool use events and map them to instincts with confidence scores.
  • Instinct lifecycle: Atomic instincts evolve into skills, commands, or agents, with project-scoped and global scopes.
  • Project isolation: Project-scoped instincts prevent cross-project contamination while enabling global best practices.

Quick Start

Enable the observer hooks and let the system begin learning from your Claude Code 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 capture Claude Code session observations and turn them into reusable knowledge?

The system uses a deterministic observation hook system to capture Claude Code tool use events, mapping them to atomic instincts with confidence scores that can evolve into higher-level artifacts.

What is the lifecycle of an instinct extracted from a coding session?

Extracted instincts follow an evolving lifecycle where atomic patterns mature into skills, commands, or agents based on configurable promotion rules and increasing confidence scores.

Can I isolate learned instincts to a specific repository to prevent cross-project contamination?

Yes, project-scoped instincts isolate knowledge within a repository to prevent cross-project contamination, while global instincts retain universal best practices across all sessions.

How do I export and import instincts across different projects?

The system provides workflows to export and import instincts, allowing you to transfer project-scoped knowledge and evolve atomic instincts into higher-level artifacts across different environments.

Does the system store session observations locally for privacy?

Yes, the system applies privacy-preserving local storage for session observations and extracted instincts, keeping project-scoped and global knowledge data on your own machine.

When should I promote an instinct into a skill, command, or agent?

You promote an instinct into a skill, command, or agent when its confidence score meets configurable promotion rules, indicating a reliable pattern has emerged from your session observations.