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Finley Zhou

Backend developer who loves Rust and distributed systems.

Location Tokyo, Japan Joined Joined on 
My README Promised Flags My CLI Doesn't Have. I Built a Drift Detector.

My README Promised Flags My CLI Doesn't Have. I Built a Drift Detector.

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5 min read
I Inherited 60,000 Lines of Undocumented C++. I Read It With an AI and Assumed Every Answer Was a Lie.

I Inherited 60,000 Lines of Undocumented C++. I Read It With an AI and Assumed Every Answer Was a Lie.

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5 min read
My Free Coding Model Kept Failing on Big Repos. The Fix Was a Context Budget, Not a Better Model.

My Free Coding Model Kept Failing on Big Repos. The Fix Was a Context Budget, Not a Better Model.

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6 min read
Your Extraction Pipeline Doesn't Need a Smarter Model. It Needs a Schema Contract Test.

Your Extraction Pipeline Doesn't Need a Smarter Model. It Needs a Schema Contract Test.

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6 min read
Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

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5 min read
I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

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6 min read
Don't Trust the Demo: A Repeatable Test Harness for Evaluating Free AI Coding Models

Don't Trust the Demo: A Repeatable Test Harness for Evaluating Free AI Coding Models

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4 min read
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