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"It Works" Has Never Been Good Enough

"It Works" Has Never Been Good Enough

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3 min read
What actually happens to your code when Kolega.dev reads your repo

What actually happens to your code when Kolega.dev reads your repo

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2 min read
AI is reducing quality

AI is reducing quality

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5 min read
SonarQube vs Kolega: why a code quality tool keeps getting sold as a security tool

SonarQube vs Kolega: why a code quality tool keeps getting sold as a security tool

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2 min read
Your AI Agent Writes Code With Hidden Debt. Here's How I Force It to Audit Itself.

Your AI Agent Writes Code With Hidden Debt. Here's How I Force It to Audit Itself.

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2 min read
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