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Saved February 14, 2026
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This article discusses how non-engineers use code generation tools, often leading to messy code that needs significant rewriting. It outlines a process to create a reusable asset, AGENTS.md, which captures coding style and best practices to help maintain code quality in future projects.
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Founders, designers, and product managers are increasingly using code generation tools, but this can lead to messy code that engineers often have to rewrite from scratch. To tackle this issue, the author and their team developed AGENTS.md, a document that captures the coding style of a skilled engineer, Vladimir Dementyev. The goal was to create a resource that could guide future projects and help maintain code quality without the constant need for a top-tier engineer.
The process involved analyzing two versions of an app—one vibe-coded and one refactored by Vladimir. They created a document outlining the key differences and coding principles, which was then distilled into AGENTS.md. This file includes practical rules, such as using plain language for naming, employing enums for state management, and extracting complex logic into separate classes. These strategies aim to improve code readability and maintainability, making it easier for non-engineers to work with code while minimizing the need for extensive rewrites.
After applying AGENTS.md to a new project, the author received more constructive feedback from Vladimir, indicating a shift toward better code quality. Despite some initial inaccuracies in AGENTS.md, the document proved useful for creating manageable code from generated content. The team plans to refine and expand this resource for future projects, aiming to make the coding process smoother and more efficient.
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