continuous-learning-v2

Automate learning from Claude Code sessions into atomic instincts and evolved skills.

Updated Aug 23, 2026

Search Tags:#automation #hooks #learning #evolution #instincts #project-scoped

Ready to run

npx skills add https://github.com/overthestream/agent-dotfile --skill continuous-learning-v2-overthestream

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/overthestream/agent-dotfile/tree/main/claude/skills/continuous-learning-v2
Command: npx skills add https://github.com/overthestream/agent-dotfile --skill continuous-learning-v2-overthestream

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Continuous Learning v2 observes Claude Code sessions, turns recurring patterns into atomic instincts, and evolves them into reusable skills, commands, and agents. It enables project-scoped learning to stay contained within a repository while surfacing global patterns for cross-project improvement. It provides automated detection, clustering, and promotion mechanisms to transform insights into actionable capabilities.

Core Features & Use Cases

Atomic instincts with confidence scoring that evolve into structured capabilities
Project-scoped instincts to prevent cross-project contamination, plus global instincts for universal practices
Hooks-based observation to capture all tool usage and surface coherent workflows

Quick Start

Enable the observation hooks and start the observer to begin transforming sessions into instincts.

Frequently Asked Questions about continuous-learning-v2

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

Does continuous learning require manual configuration to detect session patterns?▼

No manual configuration is needed to detect session patterns. You simply enable the observation hooks and start the observer to begin automatically transforming sessions into structured instinct definitions and evolved skills.

How do I automate learning from Claude Code sessions?▼

You can automate learning from Claude Code sessions by enabling hooks-based observation to capture tool usage and surface coherent workflows. The Skill turns these recurring patterns into atomic instincts with confidence scoring.

Can I keep learned instincts project-scoped to prevent cross-project contamination?▼

Project-scoped learning contains instincts within individual repositories to prevent cross-project contamination. This ensures local patterns do not overwrite or disrupt universal practices maintained in global instincts.

What is the difference between project-scoped and global instincts?▼

Project-scoped instincts apply to individual repositories, while global instincts capture universal practices. This separation prevents cross-project contamination while surfacing broad patterns for cross-project improvement.

How do atomic instincts evolve into reusable skills?▼

Atomic instincts evolve into reusable skills through automated detection, clustering, and promotion mechanisms. The system observes sessions, scores confidence, and transforms insights into actionable capabilities and structured definitions.

Does continuous learning require manual configuration to detect session patterns?▼