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continuous-learning-v2

Extract atomic instincts with confidence scores from Claude Code sessions.

5|2|Updated Feb 18, 2026
Search Tags:#skills#learning#evolution#claude-code#observer#instincts
One-click install
npx skills add https://github.com/T-rav/hydraflow --skill continuous-learning-v2-t-rav
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/T-rav/hydraflow/tree/main/.codex/skills/continuous-learning-v2
Command: npx skills add https://github.com/T-rav/hydraflow --skill continuous-learning-v2-t-rav

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Instinct-based learning system that observes Claude Code sessions to capture patterns as atomic instincts with confidence scores, and evolves them into practical skills, commands, and agents.

Core Features & Use Cases

  • Atomic instincts with confidence scoring that evolve over time
  • Evolution pipeline from instincts to skills, commands, and agents
  • Background observer using Haiku for cost-efficient analysis
  • Export/import instincts for sharing and collaboration

Quick Start

Enable the observation hooks, run the observer to collect session data, and evolve instincts into skills, commands, or agents.

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 reusable patterns from Claude Code sessions?▼

To capture reusable patterns from Claude Code sessions, you can use an observer hook to monitor tool usage and extract atomic instincts with confidence scores, which then evolve into practical skills, commands, and agents.

What is the process for evolving Claude session data into skills and commands?▼

Evolving Claude session data involves running a background observer to collect session patterns, extracting them as atomic instincts, and passing them through an evolution pipeline to generate reusable skills, commands, and agents stored locally.

Do I need specific environment hooks to extract instincts from Claude Code?▼

Yes, extracting instincts from Claude Code requires a local environment configured with PreToolUse and PostToolUse observation hooks to monitor sessions, along with a CLI to load and evolve the captured data.

Can I share learned instincts and patterns across different development environments?▼

Yes, you can share learned instincts across development environments by using the export and import functionality, allowing collaboration by transferring the atomic instincts and their confidence scores between systems.

How does the observer analyze Claude Code sessions cost-efficiently?▼

The observer analyzes Claude Code sessions cost-efficiently by running in the background using Haiku, which processes session data to extract atomic instincts without incurring high analysis overhead.

Where are the evolved skills and agents stored after processing Claude sessions?▼

Evolved skills, commands, and agents generated from Claude sessions are stored locally under the ~/.claude/homunculus and evolved/ directories, utilizing YAML frontmatter for skill metadata.

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