continuous-learning-v2

Capture Claude Code session patterns as atomic instincts with confidence scoring.

6|Updated Mar 25, 2023

Search Tags:#automation #learning #Claude Code #pattern-analysis #instincts #skill-evolution #code-workflows

Ready to run

npx skills add https://github.com/songkg7/dotfiles --skill continuous-learning-v2-songkg7

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/songkg7/dotfiles/tree/main/dot_claude/skills/continuous-learning-v2
Command: npx skills add https://github.com/songkg7/dotfiles --skill continuous-learning-v2-songkg7

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill captures Claude Code session patterns as atomic instincts with confidence scoring to drive evolution into skills, commands, and agents.

Core Features & Use Cases

Atomic instincts: Each instinct is a small, actionable unit with a confidence score.
Evolution to skills: Instincts cluster into skills, commands, or agents to automate workflows.
Observation-driven learning: Hooks and a lightweight observer log sessions to refine patterns over time.
Use Case: A software engineer wants to transform repeated coding rituals into reusable automations that speed up future work.

Quick Start

Enable observation hooks, initialize the directory structure for instincts, and use the instinct commands to status, import, export, or evolve 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 Claude Code session patterns as reusable skills?▼

You can capture Claude Code session patterns by enabling observation hooks that log repeated tool usage and fixes as atomic instincts with confidence scores. These instincts then cluster into skills, commands, or agents to automate workflows.

What are atomic instincts in code workflow automation?▼

Atomic instincts are small, actionable units derived from observed session patterns, each carrying a confidence score. They serve as the foundational building blocks that evolve into skills, commands, or agents for automating software development workflows.

How do I automate repeated coding rituals in Claude Code?▼

You can automate repeated coding rituals by using a lightweight observer to log sessions and capture patterns as atomic instincts. These instincts automatically evolve into reusable automations, speeding up future software development work.

Can I export and import learned instincts across different code workflows?▼

Yes, you can export and import learned instincts across code workflows. After initializing the directory structure and enabling observation hooks, use the instinct commands to manage status, import, export, or evolve your captured patterns.

Do I need to manually define rules to evolve instincts into commands?▼

No, you do not need to manually define rules to evolve instincts into commands. The skill uses observation-driven learning with confidence scoring to automatically cluster atomic instincts into skills, commands, and agents.