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Your validator must measure what you ship, not what you loaded

John4d ago • 7 min read

Your validator must measure what you ship, not what you loaded

A residual-based honesty gate for a map-comparison renderer rejected an already-published, honest vi...

#codequality#debugging#testing

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The Check That Cannot Fire: Absolute Thresholds Silently Disable Your QC

John6d ago • 10 min read

The Check That Cannot Fire: Absolute Thresholds Silently Disable Your QC

A QC harness passed all 13 synthetic fixtures and broke on 5 of its first real inputs. Every root ca...

#codequality#debugging#softwareengineering#testing

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AI Is Writing All the Code. Who's Reviewing It? (Please Don't Say Another AI)

PRANTA Dutta5d ago • 18 min read

AI Is Writing All the Code. Who's Reviewing It? (Please Don't Say Another AI)

Code generation got 10x faster. Human review didn't. Here's what actually breaks, with real examples...

#ai#programming#codequality#devops

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Every God File Split: Enforcing a 400-Line Cap Across a Video Pipeline

Humza Tareen6d ago • 6 min read

Every God File Split: Enforcing a 400-Line Cap Across a Video Pipeline

Splitting a 15,177-line wizard runner and a 7,341-line page component into modules, then closing the...

#architecture#codequality#typescript#refactoring

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The function you wrote last month is a third-party API

Gu5d ago • 4 min read

The function you wrote last month is a third-party API

There is a habit I have for other people's libraries that I do not have for my own code: before I...

#javascript#webdev#codequality#debugging

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Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree

Humza Tareen6d ago • 6 min read

Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree

Auditing an AI ad planner for failures that report success: a candidate frame scorer dormant in prod...

#aiplanning#observability#codequality#videogeneration

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Two Pieces of Code, Same Answer — Which One Should You Write?

yuudaikidoAug 23, 2026 • 4 min read

Two Pieces of Code, Same Answer — Which One Should You Write?

Introduction This is my first post. It has been one year since I became an engineer with...

#beginners#javascript#cleancode#codequality

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Four Java Bugs That Bad Indentation Hides in Plain Sight

lixy4d ago • 4 min read

Four Java Bugs That Bad Indentation Hides in Plain Sight

javac does not care what your code looks like. Whitespace carries zero meaning in the Java Language....

#java#programming#codequality#debugging

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Getters and Setters Are Not Encapsulation — Here’s What Encapsulation Actually Means

Anubhav Gupta4d ago • 5 min read

Getters and Setters Are Not Encapsulation — Here’s What Encapsulation Actually Means

When we first learn Object-Oriented Programming, encapsulation is often explained like this: Make....

#codequality#java#programming#softwareengineering

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Sanskriti Harmukh5d ago • 3 min read

Installing SonarQube on Ubuntu 24.04

SonarQube is an open-source static analysis platform for continuous code quality inspection — bugs,....

#devops#codequality#java#linux

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A regression test that still passed after I undid the fix

tinyproof6d ago • 3 min read

A regression test that still passed after I undid the fix

I fixed a bug where two places in a system computed the same selection logic, and one of them did no...

#codequality#debugging#softwareengineering#testing

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An AI's “Done” Can't Be Trusted — Quality Gates That Stop False Completion With Evidence

ueharaAug 24, 2026 • 6 min read

An AI's “Done” Can't Be Trusted — Quality Gates That Stop False Completion With Evidence

On June 29, 2026, a mobile app reported that "the first wave of parity with the PC version is...

#ai#claudecode#testing#codequality

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Building a Gitea-First Code Review Tool in Go

Luna CommsnetAug 22, 2026 • 4 min read

Building a Gitea-First Code Review Tool in Go

Building a Gitea-First Code Review Tool in Go 1. The Problem: Gitea Has No...

#gitea#codequality#go#selfhosting

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Our AI code reviewer problem wasn't that it was wrong. It was that it wouldn't shut up

Codzee.io4d ago • 3 min read

Our AI code reviewer problem wasn't that it was wrong. It was that it wouldn't shut up

I've been thinking about a problem with AI code review that I don't see discussed enough: a reviewer...

#ai#codequality#coding#softwareengineering

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Craftsmanship as service: why clean code is an act of care

Mister MMII4d ago • 2 min read

Craftsmanship as service: why clean code is an act of care

In virtually every software engineering team, the temptation of the 'quick and dirty' fix surfaces.....

#codequality#software#softwareengineering

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Your Main Branch Has Code Nobody Read. Whose Name Is On It?

Teamvoy6d ago • 4 min read

Your Main Branch Has Code Nobody Read. Whose Name Is On It?

Who is accountable for AI-generated code? The engineer who merges it. That answer hasn't changed...

#ai#coding#vibecoding#codequality

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The Rise of Autonomous Quality Engineering: How AI Agents Are Transforming Software Testing in 2026

Taruna Adhikari6d ago • 7 min read

The Rise of Autonomous Quality Engineering: How AI Agents Are Transforming Software Testing in 2026

Software development is entering a new phase in 2026. AI is no longer limited to generating code or....

#ai#softwareengineering#codequality#automation

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Make the Change Easy, Then Make the Easy Change

Serguey Asael Shinder4d ago • 1 min read

Make the Change Easy, Then Make the Easy Change

Every hard change is two changes hiding as one. First, the work of shaping the code so the change.....

#codequality#refactoring#softwareengineering#programming

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Serguey Asael Shinder3d ago • 1 min read

Un bon nom met fin au débat

Un bon nom met fin au débat. Quand une chose est bien nommée, on cesse d'en discuter. On sait ce...

#cleancode#codequality#francais#programming

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Serguey Asael Shinder3d ago • 1 min read

Make the Interface Hard to Misuse

A good interface is easy to use right and hard to use wrong. Most APIs get the first half. Few get....

#codequality#cleancode#softwareengineering#programming

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Serguey Asael ShinderAug 24, 2026 • 1 min read

Leave It Cleaner Than You Found It

You don't need a big refactor. You need a small habit. Every time you touch a file, leave it a...

#codequality#cleancode#softwareengineering#programming

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Дублювання дешевше за неправильну абстракцію

Serguey Asael Shinder3d ago • 1 min read

Дублювання дешевше за неправильну абстракцію

Дублювання дешевше за неправильну абстракцію. Нас вчать: не повторюйся. Бачиш два схожі шматки...

#cleancode#codequality#ukrainian#programming

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GitHub splits Code Quality off the Actions billing meter

LeoAug 24, 2026 • 3 min read

GitHub splits Code Quality off the Actions billing meter

GitHub Code Quality CodeQL workflows now run on a dedicated Actions path, per an August 20 changelog...

#githubactions#codeql#codequality#billing

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Serguey Asael Shinder3d ago • 1 min read

Хороший код не нужно объяснять

Хороший код не нужно объяснять. Как хорошую шутку. Если её приходится растолковывать, она уже не...

#cleancode#codequality#russian#programming

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Tech Articles

Your validator must measure what you ship, not what you loaded

The Check That Cannot Fire: Absolute Thresholds Silently Disable Your QC

AI Is Writing All the Code. Who's Reviewing It? (Please Don't Say Another AI)

Every God File Split: Enforcing a 400-Line Cap Across a Video Pipeline

The function you wrote last month is a third-party API

Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree

Two Pieces of Code, Same Answer — Which One Should You Write?

Four Java Bugs That Bad Indentation Hides in Plain Sight

Getters and Setters Are Not Encapsulation — Here’s What Encapsulation Actually Means

Installing SonarQube on Ubuntu 24.04

A regression test that still passed after I undid the fix

An AI's “Done” Can't Be Trusted — Quality Gates That Stop False Completion With Evidence

Building a Gitea-First Code Review Tool in Go

Our AI code reviewer problem wasn't that it was wrong. It was that it wouldn't shut up

Craftsmanship as service: why clean code is an act of care

Your Main Branch Has Code Nobody Read. Whose Name Is On It?

The Rise of Autonomous Quality Engineering: How AI Agents Are Transforming Software Testing in 2026

Make the Change Easy, Then Make the Easy Change

Un bon nom met fin au débat

Make the Interface Hard to Misuse

Leave It Cleaner Than You Found It

Дублювання дешевше за неправильну абстракцію

GitHub splits Code Quality off the Actions billing meter

Хороший код не нужно объяснять