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The Known-Good Sample Was Not Known-Good

The Known-Good Sample Was Not Known-Good

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5 min read
Building auditable regulatory reference data: from legal text to versioned CSV

Building auditable regulatory reference data: from legal text to versioned CSV

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3 min read
From Payment to Shipping: How We Built a Cross-Border Order State Machine That Solved Idempotency and Callback Chaos

From Payment to Shipping: How We Built a Cross-Border Order State Machine That Solved Idempotency and Callback Chaos

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5 min read
Your Tests Were Green Because the Gate Was Never Wired In

Verification agents found 19 defects in green code

Your Tests Were Green Because the Gate Was Never Wired In

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8 min read
The Cache Key That Was Missing One Parameter, and What It Cost Us

The Cache Key That Was Missing One Parameter, and What It Cost Us

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3 min read
🚀 AI Code Review: Where It Helps and Where It Doesn’t

🚀 AI Code Review: Where It Helps and Where It Doesn’t

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3 min read
🔐 How Modern Applications Protect User Data

🔐 How Modern Applications Protect User Data

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3 min read
Are We Forgetting Software Engineering in the Race Toward AI/ML?

Are We Forgetting Software Engineering in the Race Toward AI/ML?

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2 min read
Why your AI coding agents keep reopening the same bugs

Why your AI coding agents keep reopening the same bugs

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1 min read
Eight Frames Said Fail. Twenty-Four Said Pass.

Eight Frames Said Fail. Twenty-Four Said Pass.

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8 min read
Kimi K3 for Coding: Real-World Performance Tests and Benchmarks (2026)

Kimi K3 for Coding: Real-World Performance Tests and Benchmarks (2026)

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9 min read
AI-generated changes are easy to create and hard to review.

AI-generated changes are easy to create and hard to review.

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2 min read
The meta-repo as AI multiplier

The meta-repo as AI multiplier

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6 min read
Why almost every ‘Temporary’ Workaround is Permanent (Chapter 8)

Why almost every ‘Temporary’ Workaround is Permanent (Chapter 8)

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7 min read
From loops to graphs: how AI agents are growing up

From loops to graphs: how AI agents are growing up

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6 min read
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