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continuous-learning-v2

Convert observed session data into confidence-scored instincts and evolve them into skills.

1.8k|303|Updated Jan 27, 2026
Search Tags:#hooks#skills#learning#agents#evolution#instincts
One-click install
npx skills add https://github.com/xu-xiang/everything-claude-code-zh --skill continuous-learning-v2-xu-xiang
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/xu-xiang/everything-claude-code-zh/tree/main/docs/zh-TW/skills/continuous-learning-v2
Command: npx skills add https://github.com/xu-xiang/everything-claude-code-zh --skill continuous-learning-v2-xu-xiang

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.

Core Features & Use Cases

  • Observes session activity via PreToolUse / PostToolUse hooks to capture prompts, tool usage, and outcomes.
  • Builds atomic instincts with confidence scores, then clusters or evolves them into skills, commands, and agents.
  • Exports and shares evolving artifacts, enabling cross-project reuse and continual improvement.

Quick Start

Enable observation hooks by editing your Claude settings to wire PreToolUse and PostToolUse to the observe scripts. Initialize the homunculus directory structure: mkdir -p ~/.claude/homunculus/{instincts/{personal,inherited},evolved/{agents,skills,commands}} touch ~/.claude/homunculus/observations.jsonl Start the observer agent: ~/.claude/skills/continuous-learning-v2/agents/start-observer.sh

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 data for continuous learning?▼

Capture Claude Code session data for continuous learning by wiring PreToolUse and PostToolUse hooks to observe scripts, which record prompts, tool usage, and outcomes into an observations.jsonl file.

How do prompts and tool usage evolve into reusable skills?▼

Prompts and tool usage evolve into reusable skills through an instincts-to-skills workflow that builds atomic instincts with confidence scores, then clusters them into skills, commands, and agents.

What is the best way to automate workflows from observed agent sessions?▼

Automate workflows from observed agent sessions by initializing a homunculus directory structure to store personal and inherited instincts, then running the start-observer script to track activity and drive evolution.

Can I export and share evolving skills across different projects?▼

Export and share evolving skills across different projects using the system's built-in artifact export functionality, which enables cross-project reuse and continual improvement of evolved agents and commands.

Does continuous learning require any specific dependencies or environments?▼

Continuous learning requires no external dependencies, but needs a local environment supporting YAML frontmatter enforcement and shell scripts to initialize the homunculus directory and run the observer agent.

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