skills.rest
ysyecust
ysyecustCOMMUNITY
Explore all skills by this author →
GitHub

continuous-learning-v2

Observe sessions via hooks and convert them into atomic instincts with confidence scores.

40|8|Updated Jan 23, 2026
Search Tags:#workflow automation#self-improvement#hooks#learning#Claude Code#instincts
One-click install
npx skills add https://github.com/ysyecust/everything-claude-code --skill continuous-learning-v2-ysyecust
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/ysyecust/everything-claude-code/tree/main/docs/zh-TW/skills/continuous-learning-v2
Command: npx skills add https://github.com/ysyecust/everything-claude-code --skill continuous-learning-v2-ysyecust

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill solves the problem of converting session observations into reusable instincts with confidence scoring.

Core Features & Use Cases

  • Observe sessions via hooks and capture actionable patterns used to form atomic instincts.
  • Evolve instincts into organized clusters that can become skills, commands, and agents.
  • Export/import instincts for sharing, collaboration, and transferring knowledge between environments.

Quick Start

Enable the v2 observation hooks by editing your ~/.claude/settings.json to add PreToolUse and PostToolUse hooks that invoke the observe script. Initialize the homunculus directory with: 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 sessions to build reusable AI instincts?▼

You can capture Claude Code sessions by configuring PreToolUse and PostToolUse hooks in your settings.json. These hooks invoke an observer script that logs actionable patterns into an observations.jsonl file for processing.

What are AI instincts with confidence scores in developer workflows?▼

AI instincts are atomic patterns derived from observed sessions. Confidence scores track their reliability, enabling continuous improvement by evolving high-confidence instincts into structured skills, commands, and agents.

How do I set up the homunculus directory for session observation?▼

Initialize the homunculus directory by creating folders for personal and inherited instincts, evolved agents, skills, and commands. You also need to create an empty observations.jsonl file to start logging session data.

Can I export and share learned instincts between different environments?▼

Yes, you can export and import instincts. This allows you to share captured patterns, collaborate with others, and transfer evolved knowledge between different development environments.

Does continuous learning require any specific local configuration to work?▼

Yes, it requires local hooks configuration in your settings file and a dedicated homunculus directory structure. You must also start the observer agent script to begin capturing session data.

Why evolve atomic instincts into skills, commands, and agents?▼

Evolving atomic instincts into skills, commands, and agents organizes isolated patterns into reusable clusters. This creates structured, automated capabilities that improve AI assistant performance in future sessions.

Related Skills

Explore More Software Engineering Skills→
danielkhigaydanielkhigay

continuous-learning-v2

Extract atomic patterns with confidence scores from Claude Code sessions.

Community
Advanced
flag3flag3
1

continuous-learning-v2

Convert session observations into atomic instincts with confidence scores.

Community
Advanced
ROYCE-8425ROYCE-8425
1

continuous-learning-v2

Automate learning of patterns from Claude Code sessions into instincts and skills.

Community
Advanced
linnefromicelinnefromice

continuous-learning

Extract reusable patterns from Claude Code sessions and save them as learned skills.

Community
Basic