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continuous-learning-v2

Convert Claude Code session observations into atomic, confidence-weighted instincts.

1|Updated Mar 31, 2026
Search Tags:#automation#workflow#learning#patterns#instincts#project-scoped#code-observation
One-click install
npx skills add https://github.com/aayushsoam/clawbot-plus --skill continuous-learning-v2-aayushsoam
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/aayushsoam/clawbot-plus/tree/main/skills/continuous-learning-v2
Command: npx skills add https://github.com/aayushsoam/clawbot-plus --skill continuous-learning-v2-aayushsoam

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (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, or agents. v2.1 adds project-scoped instincts to prevent cross-project contamination.

Core Features & Use Cases

  • Observation hooks capture Claude Code session activity and extract patterns into atomic instincts.
  • Instincts are atomic, confidence-weighted units that can evolve into skills, commands, or agents.
  • Supports project-scoped instincts to isolate patterns per project and promotes to global when appropriate.

Quick Start

Enable the observer and start collecting observations to begin 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 turn recurring Claude Code session activity into reusable patterns?▼

You can turn recurring Claude Code session activity into reusable patterns by using a hook-based observation pipeline that watches prompts and tool usages, converting them into atomic, confidence-weighted instincts for future sessions.

What are project-scoped instincts and how do they prevent cross-project pattern contamination?▼

Project-scoped instincts are isolated pattern observations stored per project to prevent cross-project contamination. This ensures recurring prompts and tool usages from one workspace do not pollute the automation behaviors of another.

How do I evolve learned coding instincts into skills, commands, or agents?▼

You evolve learned coding instincts into skills, commands, or agents by using a promotion workflow. This workflow takes atomic, confidence-weighted patterns and promotes them to global availability when they prove consistently useful.

Do I need a specific storage format for saving code observation patterns?▼

Yes, code observation patterns require a YAML-frontmatter instinct format. These atomic patterns are saved in project-scoped storage directories under ~/.claude/homunculus to maintain organization and prevent contamination.

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