Continuous Learning v2

Capture and analyze tool usage patterns, user corrections, and error resolutions to create reusable instincts.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/Billkst/Causal-TabDiff --skill continuous-learning-v2-billkst
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Continuous Learning v2
Source: https://github.com/Billkst/Causal-TabDiff/tree/main/.agents/skills/continuous-learning-v2
Command: npx skills add https://github.com/Billkst/Causal-TabDiff --skill continuous-learning-v2-billkst

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and assets (resource) and references (resource) components.

What problem does it solve?

This Skill helps you avoid repeating mistakes and optimize your workflow by learning from past actions and user feedback.

Core Features & Use Cases

  • Instinct Management: Automatically captures useful patterns and creates reusable "instincts" (small pieces of learned knowledge).
  • Pattern Detection: Analyzes tool usage, errors, and user corrections to identify areas for improvement.
  • Use Case: If you consistently make the same typo when writing a specific command, this Skill can learn to suggest the correct command or even auto-correct it.

Quick Start

Instruct the AI to "learn from this" after completing a task or correcting an error.

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 workflow learning to stop repeating the same AI mistakes?

Automate workflow learning by capturing tool usage patterns and user corrections to generate reusable instincts, preventing the AI from repeating previous mistakes. The skill observes resolutions to build this knowledge base.

What are AI instincts and how do they improve agent performance?

AI instincts are small pieces of learned knowledge captured from error resolutions and pattern detection. They improve agent performance by creating reusable behaviors that optimize future workflows and user experience.

How do I train an AI agent to auto-correct repetitive command typos?

Train an AI agent to auto-correct repetitive command typos by logging user corrections and tool usage patterns. The skill analyzes these errors to create instincts that suggest or apply the correct commands automatically.

How do I start capturing error resolutions for continuous workflow optimization?

Start capturing error resolutions by instructing the AI to 'learn from this' after completing a task or correcting an error. The skill leverages observation logging and a CLI to manage these learned behaviors.

Does this continuous learning skill require any external dependencies or libraries?

This continuous learning skill requires no external dependencies or libraries. It operates independently using internal scripts, assets, and references to manage observation logging and instinct generation.

Can I use a CLI to manage learned behaviors and detected workflow patterns?

You can use a CLI to manage learned behaviors and detected workflow patterns. The skill provides a command-line interface for reviewing and maintaining the instincts generated from captured user corrections.