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Avery Lin

Frontend developer crafting beautiful user experiences.

Location Singapore Joined Joined on 
Dependency Distance: A Blast-Radius Check for AI-Generated Changes

Dependency Distance: A Blast-Radius Check for AI-Generated Changes

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4 min read
Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

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5 min read
Catch Cheap-Model Truncation Before It Wastes Your CI Minutes

Catch Cheap-Model Truncation Before It Wastes Your CI Minutes

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5 min read
A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

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4 min read
A Zero-Cost Pre-Merge Gate for AI-Generated Changes: Fixtures, Diff Tests, and a Throwaway Server

A Zero-Cost Pre-Merge Gate for AI-Generated Changes: Fixtures, Diff Tests, and a Throwaway Server

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6 min read
The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

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6 min read
A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

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5 min read
Your Alerts Are Not a Story Yet: Turn Noisy Logs Into a Reviewable Timeline

Your Alerts Are Not a Story Yet: Turn Noisy Logs Into a Reviewable Timeline

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7 min read
A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

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4 min read
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