continuous-learning-v2

Name: continuous-learning-v2
Availability: InStock
Author: aaione

Transform session observations into confidence-scored instincts with traceable lineage.

25|13|Updated Jan 27, 2026

Search Tags:#hooks #patterns #haiku #observer #instincts #continuous-learning

Ready to run

npx skills add https://github.com/aaione/everything-claude-code-cn --skill continuous-learning-v2-aaione

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/aaione/everything-claude-code-cn/tree/main/skills/continuous-learning-v2
Command: npx skills add https://github.com/aaione/everything-claude-code-cn --skill continuous-learning-v2-aaione

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This skill automates turning Claude Code's session observations into atomic instincts with confidence scores, enabling a scalable path from instinct to skills, commands, and agents.

Core Features & Use Cases

Instinct harvesting: observe and extract small, confidence-weighted learning behaviors.
Evolution pipeline: cluster instincts into higher-level skills, commands, and agents.
Lifecycle management: persist instincts and evolved artifacts in a local, private store for reuse across sessions.
Use Case: In a long coding session, continuously evolve observed patterns into reusable automation, reducing repetitive work.

Quick Start

Initialize the observer hooks and run the instinct CLI to view instincts and perform evolution.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema

How do I turn Claude Code session patterns into reusable instincts?▼

An observer hook extracts Claude Code session observations and transforms them into atomic instincts with confidence scores, enabling continuous learning across development sessions.

What is the continuous learning process for evolving coding instincts into skills?▼

The continuous learning process clusters atomic observations with confidence scores into higher-level skills, commands, and agents, managing their lifecycle in a local store for reuse.

How do I initialize observer hooks to start harvesting session instincts?▼

You initialize observer hooks via the instinct CLI, which sets up structured storage and begins extracting confidence-weighted learning behaviors from your active session.

Can I persist evolved skills and commands locally across multiple Claude Code sessions?▼

Yes, you can persist evolved skills and commands in a structured local store under the homunculus directory, ensuring traceable lineage and reuse across multiple Claude Code sessions.

Does the instinct CLI require external dependencies to manage lifecycle and evolution?▼

No external dependencies are required; the instinct CLI and observer hooks operate independently using local scripts and structured storage to manage instinct lifecycle and evolution.

What is the best way to automate repetitive work observed in long coding sessions?▼

The best way to automate repetitive work is using an evolution pipeline to cluster observed session patterns into autonomous commands and agents with traceable lineage.