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continuous-learning-v2

Transform session observations into atomic instincts with confidence scores.

41|8|Updated Feb 7, 2026
Search Tags:#hooks#agents#evolution#instincts#continuous-learning#confidence-scoring
One-click install
npx skills add https://github.com/codelably/harmony-claude-code --skill continuous-learning-v2-codelably
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/codelably/harmony-claude-code/tree/main/docs/zh-TW/skills/continuous-learning-v2
Command: npx skills add https://github.com/codelably/harmony-claude-code --skill continuous-learning-v2-codelably

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Turns session observations into atomic instincts with confidence scoring to enable continuous, structured learning.

Core Features & Use Cases

  • Observe hooks and capture prompts and tool usage
  • Generate atomic instincts with confidence scores and domain tags
  • Evolve instincts into skills, commands, and agents
  • Export/import instincts for sharing

Quick Start

Enable the observers by configuring hooks, initialize the homunculus directories, and start the observer to begin turning session observations into evolving 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 capture Claude Code session observations for continuous learning?▼

You capture session observations by configuring hooks to monitor prompts and tool usage, which generates atomic instincts with confidence scores for structured evolution into skills and agents.

What are atomic instincts with confidence scoring in AI agent workflows?▼

Atomic instincts with confidence scoring are discrete learned behaviors generated from session hooks, tagged by domain and scored by reliability to enable structured continuous learning across agents.

Can I export and import learned instincts to share across different Claude Code agents?▼

Yes, you can export and import learned instincts to share evolved skills, commands, and agents across different Claude Code environments.

How do I evolve learned instincts into structured skills, commands, and agents?▼

Instincts evolve into structured skills, commands, and agents through a clustering process that groups atomic instincts by confidence scores and domain tags to form higher-level workflow components.

Do I need any dependencies to run the continuous learning hooks in Claude Code?▼

No dependencies are required; you only need to configure hooks, initialize the homunculus directories, and start the observer to begin turning session observations into evolving instincts.

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