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# codequality

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⚖️ Case File 4.1: The Efficiency Extortion

⚖️ Case File 4.1: The Efficiency Extortion

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3 min read
Cerbi Scanner: Find Risky Log Calls Before They Ship

Cerbi Scanner: Find Risky Log Calls Before They Ship

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5 min read
Why AI Code Governance Always Breaks at Scale

Why AI Code Governance Always Breaks at Scale

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10 min read
Why Your Python Dead Code Detector Is Wrong About FastAPI, SQLAlchemy, and Half Your Codebase

Why Your Python Dead Code Detector Is Wrong About FastAPI, SQLAlchemy, and Half Your Codebase

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6 min read
The 1-day-thrown-away rule: read the code before letting your AI write new code

The 1-day-thrown-away rule: read the code before letting your AI write new code

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2 min read
La règle du jour-jeté-à-la-poubelle : lis le code avant de laisser ton IA en écrire

La règle du jour-jeté-à-la-poubelle : lis le code avant de laisser ton IA en écrire

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3 min read
One AI code review pass isn't enough. Here's the loop that actually catches bugs.

One AI code review pass isn't enough. Here's the loop that actually catches bugs.

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4 min read
AI coding assistants are making juniors worse and seniors lazier

AI coding assistants are making juniors worse and seniors lazier

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3 min read
The clinical-truth gap

The clinical-truth gap

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4 min read
Why One Design Doesn’t Fit All: The Role of Quality Attributes

Why One Design Doesn’t Fit All: The Role of Quality Attributes

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3 min read
License to Fail

License to Fail

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2 min read
tautology problem — AI confirming itself.

tautology problem — AI confirming itself.

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2 min read
How to Review Code Your AI Agent Wrote While You Were Sleeping

How to Review Code Your AI Agent Wrote While You Were Sleeping

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7 min read
"Prime Testable" Code

"Prime Testable" Code

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2 min read
AI wrote 80% of my plugin. Six months later I couldn't maintain it.

AI wrote 80% of my plugin. Six months later I couldn't maintain it.

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8 min read
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