continuous-learning-v2

Transform coding-session observations into scored instincts for future actions.

8|1|Updated Dec 6, 2025
One-click install
npx skills add https://github.com/zzh0u/gojet --skill continuous-learning-v2-zzh0u
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/zzh0u/gojet/tree/main/.claude/skills/continuous-learning-v2
Command: npx skills add https://github.com/zzh0u/gojet --skill continuous-learning-v2-zzh0u

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Automates the transformation of observed coding sessions into structured instincts that guide future actions.

Core Features & Use Cases

  • Observation-driven instinct creation with confidence scoring.
  • Evolution from instincts to skills, commands, and agents.
  • Local, private learning without sharing data.

Quick Start

Enable observation hooks, initialize instincts storage, and run the evolve process to generate skills, commands, and agents.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I automate turning coding session observations into actionable instincts?

To automate coding session observations into instincts, you enable observation hooks to capture patterns and run the evolution pipeline. This identifies session behaviors and transforms them into atomic instincts with confidence scores.

What is the process for promoting instincts into reusable skills and commands?

Promoting instincts into reusable skills and commands involves running the evolve process after initializing instinct storage. The pipeline evaluates confidence scores and evolves high-confidence instincts into structured skills, commands, and agents.

Do I need local data storage to track coding session evolution and observations?

Yes, local data storage is required to track coding session evolution. The system requires a local observations file to store session data and a dedicated directory for personal instinct templates to function properly.

Can I keep my coding session learning private without sharing data externally?

Yes, you can keep coding session learning completely private. The system operates locally using observation hooks and local storage, ensuring your session patterns and generated instincts remain on your machine without sharing data.

Are there limitations to using hook-based scripts for continuous learning in software engineering?

A limitation of using hook-based scripts for continuous learning is the dependency on local file storage and manual evolution pipelines. You must manage local observation files and run the evolve process to generate skills, commands, and agents.

What's the best way to identify coding session patterns for future automation?

The best way to identify coding session patterns for future automation is to enable observation hooks that capture session behaviors. These observations are then processed into atomic instincts with confidence scores to guide future actions.