continuous-learning-v2

Transform Claude Code session observations into confidence-scored atomic instincts.

4|1|Updated Jan 19, 2026
One-click install
npx skills add https://github.com/rongarede/skill-snapshots --skill continuous-learning-v2-rongarede
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/rongarede/skill-snapshots/tree/main/meta/continuous-learning-v2
Command: npx skills add https://github.com/rongarede/skill-snapshots --skill continuous-learning-v2-rongarede

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill converts scattered Claude Code session data into structured, reusable knowledge by creating atomic instincts with confidence scores and evolving them into higher-level skills, commands, and agents.

Core Features & Use Cases

  • Atomic instincts with confidence scoring, stored locally for privacy and reusability.
  • Background analysis via observer agent to cluster instincts into evolving capabilities (skills, commands, and agents).
  • Import/export instincts to share insights and bootstrap team knowledge.
  • Evolution that turns instincts into organized artifacts in the evolved/ directory.

Quick Start

  1. Enable PreToolUse and PostToolUse hooks to capture observations.
  2. Run the observer to start analyzing and archiving observations.
  3. Use /instinct-status to view learned instincts and /instinct-export to share or migrate 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 Claude Code session observations into reusable knowledge?

The Skill transforms session observations into atomic instincts with confidence scoring, then clusters those instincts into commands, skills, and agents across your Claude Code workflows to create evolving knowledge artifacts.

How do I set up local hooks to start capturing learning observations?

To capture learning observations, you need to enable PreToolUse and PostToolUse hooks within your local Claude Code environment, which will feed session data into the observer pipeline for analysis and archiving.

Can I export and share learned instincts with my team?

Yes, you can use the /instinct-export command to export your learned instincts, allowing you to share insights, bootstrap team knowledge, and migrate structured observations across different environments.

How does the instinct clustering process work?

The clustering process works by using a background observer agent to analyze and group atomic instincts based on their confidence scores, evolving them into organized capabilities like skills, commands, and agents in an evolved directory.

Do I need any external dependencies to run the continuous learning pipeline?

No external dependencies are required to run the continuous learning pipeline; it operates locally using scripts, requiring only the structured instincts catalog and the evolution pipeline to produce artifacts.

What is the best way to view the instincts my sessions have generated?

The best way to view generated instincts is by running the /instinct-status command, which displays your locally stored atomic instincts along with their confidence scores and current evolution state.