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# codequality

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I scanned the #1 GitHub repository and here's what I found

I scanned the #1 GitHub repository and here's what I found

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2 min read
When diffs outrun gates: admissibility, not vibes
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When diffs outrun gates: admissibility, not vibes

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6 min read
One useState or seven Not the real question The real question is are you modeling states or just flipping booleans
Cover image for One useState or seven Not the real question The real question is are you modeling states or just flipping booleans

One useState or seven Not the real question The real question is are you modeling states or just flipping booleans

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1 min read
AI-Generated Code Quality Is Collapsing: The Silent Crisis Nobody Wants to Talk About [2026]

AI-Generated Code Quality Is Collapsing: The Silent Crisis Nobody Wants to Talk About [2026]

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7 min read
Borrow Checker Wins: Eliminating Races Before They Exist

Borrow Checker Wins: Eliminating Races Before They Exist

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6 min read
How Adversarial Judge Pipelines Make AI Agents Trustworthy
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How Adversarial Judge Pipelines Make AI Agents Trustworthy

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8 min read
The Bugs AI Writes: Five Patterns That Show Up in AI-Generated Code
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The Bugs AI Writes: Five Patterns That Show Up in AI-Generated Code

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3 min read
AI-Generated Code Is a Time Bomb: Why 40% of It Gets Rewritten Within Two Weeks [2026]

AI-Generated Code Is a Time Bomb: Why 40% of It Gets Rewritten Within Two Weeks [2026]

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6 min read
Clean Architecture

Clean Architecture

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4 min read
Is Your Skill Actually Good? Systematically Validating Agent Skills with Evals
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Is Your Skill Actually Good? Systematically Validating Agent Skills with Evals

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7 min read
"Beyond Linting: A Data-Driven Approach to Suggesting Better Code, Not Just Flagging Bad Code"

"Beyond Linting: A Data-Driven Approach to Suggesting Better Code, Not Just Flagging Bad Code"

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3 min read
Copilot ajuda muito, mas você continua 100% responsável pelo seu código .NET

Copilot ajuda muito, mas você continua 100% responsável pelo seu código .NET

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3 min read
The High Interest on the AI Loan: Why "Vibe Coding" is a Maintenance Nightmare
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The High Interest on the AI Loan: Why "Vibe Coding" is a Maintenance Nightmare

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3 min read
Code Review Agent

Code Review Agent

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4 min read
Whoopsies (aka semantic intent)

Whoopsies (aka semantic intent)

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1 min read
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