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The Problem with AI-Generated 'Shadow' Duplication

AI agents are incredible at writing functions. They're even better at accidentally duplicating your entire business logic without you realizing it. If…

airefactoringmcpprogramming
Dev.to Jul 24, 2026, 03:44 UTC
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Modernizing Go Code: Automating Updates to Enhance Consistency and Leverage New Language Features

Introduction Modernizing Go codebases has long been a manual, error-prone process, particularly as the language and its standard library evolve rapidl…

goautomationrefactoringmodernization
Dev.to Jul 5, 2026, 05:20 UTC
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Reducing Complexity: Replacing Entity-Based Services and Repositories with Purposeful Layers in Software Design

Introduction: The Prevalence of Entity-Based Patterns Walk into any mid-sized software project today, and you’ll find the same architectural blueprint…

softwaredesignarchitecturerefactoringcomplexity
Dev.to Jun 25, 2026, 20:42 UTC
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How to Rewrite Your Software System Without Stopping Your Business

Originally published at spectredev.xyz . Cross-posted here for the Dev.to community. Planning a system rewrite? Learn the strategies that let you mode…

architecturebackendrefactoringsoftwaredesign
Dev.to Jun 21, 2026, 02:30 UTC
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AI Code Refactoring: Why Testing Still Matters

Quick Answer: While AI agents can rewrite or refactor thousands of lines of code in hours, generating the code is only half the battle. Verifying that…

softwareengineeringrefactoringsoftwaretestinggenerativeai
Dev.to Jun 11, 2026, 14:32 UTC
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When One Enum Is Secretly Two

I was one commit away from a bug that would never have thrown an error. My system keeps every closed vocabulary in a single file — one source of truth…

architecturecleancodeprogrammingrefactoring
Dev.to Jun 1, 2026, 20:05 UTC
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The precedence rule deserves a name

The bug report opened on charmbracelet/glow yesterday morning. Title: TUI doesn't respect --style . The repro ran glow --tui -s light and the output r…

programminggorefactoringsoftwareengineering
Dev.to May 24, 2026, 05:14 UTC

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