correct

Convert user corrections into permanent CLAUDE.md rules during AI sessions.

Updated Mar 12, 2026
One-click install
npx skills add https://github.com/GuitarAlchemist/ix --skill correct
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: correct
Source: https://github.com/GuitarAlchemist/ix/tree/main/.claude/skills/correct
Command: npx skills add https://github.com/GuitarAlchemist/ix --skill correct

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

The 'correct' Skill unit captures user corrections during a session and converts them into permanent rules for the AI, preventing recurrence and enhancing overall performance.

Core Features & Use Cases

  • Session-Learned Rules: Stores corrections and improvements as permanent rules in the CLAUDE.md file.
  • Behavioral Training: Encourages AI to learn and adapt based on user feedback.
  • Prevents Pattern Repetition: Ensures the AI does not repeat problematic behaviors from previous interactions.

Quick Start

Use the 'correct' skill when the user provides a correction, such as "no, don't do that" or "we discussed this before."

Frequently Asked Questions about correct

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

FAQPage Schema
How do I save user corrections as permanent AI session rules?

To save user corrections as permanent AI session rules, the skill captures feedback during interactions, sanitizes the text for relevance, and appends it to the CLAUDE.md file to prevent recurring problematic behaviors.

What is rule-based learning from user feedback in AI interactions?

Rule-based learning from user feedback is a mechanism where human corrections during a session are validated and converted into persistent project rules, enabling the AI to adapt its behavior and avoid repeating past mistakes.

How do I stop AI from repeating problematic behaviors across sessions?

You can stop AI from repeating problematic behaviors by applying the skill when a correction is provided, which validates the feedback and stores it as a permanent rule in CLAUDE.md for future sessions.

Can I use CLAUDE.md to store AI behavioral training rules?

Yes, you can use CLAUDE.md to store AI behavioral training rules. The skill sanitizes user corrections and appends them directly to this file, establishing permanent session rules that guide future AI performance.

Does the AI adaptation rule process validate correction relevance?

Yes, the AI adaptation process requires validation of correction relevance. Before any rule text is appended to CLAUDE.md, the system sanitizes the input to ensure the feedback is appropriate and applicable to the project context.

When do I need to convert human oversight into persistent project rules?

You need to convert human oversight into persistent project rules in any scenario where guiding AI behavior is valuable, especially when the AI makes mistakes that require corrective feedback to prevent pattern repetition in future interactions.