Where are the learned rules actually stored?

Rules are generalized and saved to a local MEMORY.md file in your repository, categorized by domain such as Architecture, Testing, or Code Style.

Does Claude remember these rules in a brand new session?

Yes. One of the core patterns of this skill is to review the MEMORY.md file at the start of every session to ensure captured knowledge is applied proactively.

Will my MEMORY.md file become cluttered over time?

No, the skill includes a deduplication principle and a periodic audit checklist to merge overlapping rules, remove contradictions, and prune obsolete patterns.

How does the Self-Correction Loop detect when to learn something?

The skill monitors conversation triggers like 'No, use X instead', 'We don't do it that way', or 'Remember this for next time' to initiate the capture process.

Self-Correction Memory Loop

Name: Self-Correction Memory Loop
Author: codewithmukesh

bycodewithmukesh

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189

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생산성 및 워크플로

Automates the capture and generalization of user corrections into a persistent memory system to eliminate repetitive coding mistakes.

The Self-Correction Loop skill transforms Claude from a standard assistant into a project-specific expert by systematically capturing and learning from every user correction. Instead of simply fixing a one-off error, this skill detects the underlying principle, generalizes it into a reusable rule, and stores it in a structured MEMORY.md file. By reviewing this memory at the start of every session and performing periodic audits to prevent bloat, the skill ensures that Claude's performance compounds over time, strictly adhering to your project's unique architectural patterns, naming conventions, and preferred libraries.

주요 기능

01Generalization engine that turns specific fixes into broad project rules

02189 GitHub stars

03Structured MEMORY.md organization by category (Architecture, Data Access, etc.)

04Automatic detection of user corrections and 'remember this' commands

05Periodic audit protocol to deduplicate rules and remove outdated patterns

06Proactive memory review at the start of every new coding session

사용 사례

01Enforcing consistent use of specific libraries like HybridCache or TimeProvider across a .NET solution

02Ensuring project-specific naming conventions and testing patterns are followed without manual reminders

03Capturing and maintaining adherence to complex architectural styles like Vertical Slice Architecture

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add codewithmukesh/dotnet-claude-kit self-correction-loop

For use in Claude.ai and ChatGPT

Download Skill