self-correction-loop
OfficialTurn corrections into lasting Claude memory.
System Documentation
What problem does it solve?
Self-improving correction capture system. After ANY user correction, detect it, generalize the lesson, and store it as a reusable rule in MEMORY.md. Ensures Claude's mistake rate drops over time by compounding corrections into permanent knowledge. Load this skill when a user corrects Claude's output, mentions "remember this", "don't do that again", "learn from mistakes", "update memory", or when starting a new session (to review existing rules).
Core Features & Use Cases
- Automatically capture user corrections and generalize them into reusable rules.
- Store rules in MEMORY.md under categorized sections for quick retrieval.
- Trigger memory review on session start and during corrections to reduce future errors.
- Support deduplication, auditing, and easy rule updates to keep memory clean.
Quick Start
When Claude makes a mistake, provide a correction and say remember this to trigger extraction and MEMORY.md updates.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: self-correction-loop Download link: https://github.com/codewithmukesh/dotnet-claude-kit/archive/main.zip#self-correction-loop Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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