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continuous-learning-v2

Automate knowledge capture from Claude Code sessions into atomic instincts with confidence scoring.

3|2|Updated Mar 8, 2026
Search Tags:#hooks#learning#claude-code#observer#instincts#project-scoped#global-promotion
One-click install
npx skills add https://github.com/agentmatters/mullai-bot --skill continuous-learning-v2-agentmatters
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/agentmatters/mullai-bot/tree/main/src/Mullai.Skills/Skills/claude-code-everything/continuous-learning-v2
Command: npx skills add https://github.com/agentmatters/mullai-bot --skill continuous-learning-v2-agentmatters

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Automates capturing recurring patterns from Claude Code sessions by turning them into atomic instincts with confidence scoring, enabling scalable behavior across agents and commands.

Core Features & Use Cases

  • Atomic instincts derived from observed sessions with confidence tracking.
  • Project-scoped instincts with optional promotion to global scope for cross-project reuse.
  • Evolving instincts into skills, commands, or agents for automated workflows.

Quick Start

Enable the observer hooks, run Claude Code to collect sessions, and use the instinct CLI to view and manage learned 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 recurring patterns from Claude Code sessions automatically?▼

You can capture recurring patterns by enabling observation hooks in Claude Code, which automatically turns repeated session behaviors into atomic instincts with confidence scoring.

What are atomic instincts in Claude Code and how do they work?▼

Atomic instincts are reusable behavior patterns extracted from Claude Code sessions. They use confidence scoring to track reliability and apply project-scoped rules before promoting valuable patterns to global scope.

Can I promote project-scoped instincts to a global scope across multiple projects?▼

Yes, you can promote valuable project-scoped instincts to global scope, allowing cross-project reuse of learned patterns across multiple Claude Code environments.

How do I manage and view learned instincts from Claude Code sessions?▼

You can manage learned instincts by using the instinct CLI to view, track, and handle the lifecycle of atomic instincts stored via local persistence.

Do I need any dependencies to start learning from Claude Code sessions?▼

No external dependencies are required. You only need to enable the observer hooks within your Claude Code environment to start collecting sessions and generating instincts.

When should I evolve learned instincts into skills, commands, or agents?▼

You should evolve learned instincts into skills, commands, or agents when repeated patterns reach high confidence scores and require automated workflow integration.

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