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The Hidden Layer: Why Every Verification System Needs to Check Its Validator First

The Hidden Layer: Why Every Verification System Needs to Check Its Validator First

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6 min read
Inherited Codebase Checklist for Freelancers and Agencies

Inherited Codebase Checklist for Freelancers and Agencies

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2 min read
Securing AI Generated Code: You Ship It, You Own It

Securing AI Generated Code: You Ship It, You Own It

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8 min read
100k lines of AI-ported Rust nobody can review is not an achievement

100k lines of AI-ported Rust nobody can review is not an achievement

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3 min read
AI Didn't Invent Slop. It Only Made It Infinite.

The shift from writing to vetting code

AI Didn't Invent Slop. It Only Made It Infinite.

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10 min read
The Codebase Is the Prompt

Links code regularity to model perplexity

The Codebase Is the Prompt

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5 min read
My AI Wrote Code That Passed Every Test and Was Still Wrong

My AI Wrote Code That Passed Every Test and Was Still Wrong

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4 min read
How to Audit a Laravel Codebase You've Inherited

How to Audit a Laravel Codebase You've Inherited

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16 min read
The Java reordering tool I wanted for years, so I finally built it

The Java reordering tool I wanted for years, so I finally built it

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9 min read
Constraint Decay: Why Your AI Coding Agent Passes Tests But Breaks Production

Constraint Decay: Why Your AI Coding Agent Passes Tests But Breaks Production

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9 min read
E-E-A-T: Google's quality framework explained

E-E-A-T: Google's quality framework explained

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54 min read
YMYL: when Google holds you to higher standards

YMYL: when Google holds you to higher standards

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30 min read
Sloppification Is The New Obfuscation

Sloppification Is The New Obfuscation

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4 min read
In case of failure

In case of failure

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1 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
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