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# codequality

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Engineering DebtDrone: Building a High-Performance AST-Based Static Analyzer in Go
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Engineering DebtDrone: Building a High-Performance AST-Based Static Analyzer in Go

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5 min read
Why Your AI-Generated Code is Probably Garbage (And How to Fix It)
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Why Your AI-Generated Code is Probably Garbage (And How to Fix It)

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16 min read
I Stopped Fearing Legacy Code Once I Could See Its Dead Parts
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I Stopped Fearing Legacy Code Once I Could See Its Dead Parts

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3 min read
Multi-agent coding pipeline: Claude Code + Codex collaborate for higher accuracy and reliable deliverables [Open Source]

Multi-agent coding pipeline: Claude Code + Codex collaborate for higher accuracy and reliable deliverables [Open Source]

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2 min read
Code Review AI Agent: How Agentic AI Is Reshaping Modern Code Reviews
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Code Review AI Agent: How Agentic AI Is Reshaping Modern Code Reviews

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3 min read
Code Review AI Prompts: How to Get Better Pull Request Reviews From AI
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Code Review AI Prompts: How to Get Better Pull Request Reviews From AI

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3 min read
Code ownership is not “please fix this for me”

Code ownership is not “please fix this for me”

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3 min read
𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿
Cover image for 𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿

𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿

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2 min read
Refactoring for AI: When Your Code Reviewer is a Machine
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Refactoring for AI: When Your Code Reviewer is a Machine

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4 min read
When a refactor bot renames things unevenly: inconsistent variable naming across files

When a refactor bot renames things unevenly: inconsistent variable naming across files

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3 min read
Why Modular Monolith Architecture is the Key to Effective AI-Assisted Development
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Why Modular Monolith Architecture is the Key to Effective AI-Assisted Development

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6 min read
When code suggestions keep using deprecated Pandas APIs: a practical postmortem

When code suggestions keep using deprecated Pandas APIs: a practical postmortem

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3 min read
When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests

When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests

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3 min read
When AI Refactors Introduce Inconsistent Variable Names Across Files

When AI Refactors Introduce Inconsistent Variable Names Across Files

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3 min read
When Generated Tests Pass but Don't Protect — a small failure that became a production bug

When Generated Tests Pass but Don't Protect — a small failure that became a production bug

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3 min read
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