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I Read Every Comment in My Codebase. Every Wrong One Had the Same Shape.

I Read Every Comment in My Codebase. Every Wrong One Had the Same Shape.

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11 min read
A one-number triage tool for C code (and a cheap feedback loop for LLM output)

A one-number triage tool for C code (and a cheap feedback loop for LLM output)

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2 min read
Show a model your old code and it writes your old bugs: 32 runs, 0% reuse

Proves context shapes generation more than intent

Show a model your old code and it writes your old bugs: 32 runs, 0% reuse

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6 min read
The Real Cost of AI-Generated Code Nobody Talks About: Maintenance

The Real Cost of AI-Generated Code Nobody Talks About: Maintenance

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5 min read
Code Review From the Terminal and CI, No MCP Client Required

Code Review From the Terminal and CI, No MCP Client Required

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2 min read
AI vs CI: Nobody Told the Pipeline

AI vs CI: Nobody Told the Pipeline

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3 min read
Team-Shared Code Review Rules for Your MCP AI Assistant

Team-Shared Code Review Rules for Your MCP AI Assistant

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2 min read
Twelve Checks That Could Not Fail

Twelve Checks That Could Not Fail

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7 min read
We asked ten agents for a test that must go red. Five wrote one that could not.

We asked ten agents for a test that must go red. Five wrote one that could not.

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8 min read
A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

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4 min read
What does a QA Engineer do

What does a QA Engineer do

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10 min read
Feature Flag Pitfalls: How to Turn Your Codebase Into a Haunted House

Feature Flag Pitfalls: How to Turn Your Codebase Into a Haunted House

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3 min read
The New Technical Debt

The New Technical Debt

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4 min read
It's Almost Like You Need an Actual Programmer

It's Almost Like You Need an Actual Programmer

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3 min read
Stop Asking Coding Models to Write Code. Test Whether They Can Review a Patch

Stop Asking Coding Models to Write Code. Test Whether They Can Review a Patch

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5 min read
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