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Avery Lin

Frontend developer crafting beautiful user experiences.

Location Singapore Joined Joined on 
Free Models Are Bad Reviewers but Useful Test Factories

Free Models Are Bad Reviewers but Useful Test Factories

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5 min read
A Deny-by-Default Manifest for AI-Generated Services on a Free Server

A Deny-by-Default Manifest for AI-Generated Services on a Free Server

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5 min read
A Diff Autopsy Sheet for Free-Model Changes: Flag Deletions, Churn, and Repo Shape Before Review

A Diff Autopsy Sheet for Free-Model Changes: Flag Deletions, Churn, and Repo Shape Before Review

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5 min read
Dry-Run AI-Generated Shell Commands in a No-Network Sandbox Before They Touch a Real Host

Dry-Run AI-Generated Shell Commands in a No-Network Sandbox Before They Touch a Real Host

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5 min read
What Did That Free-Model Setup Script Actually Do? Audit It With Honeypot Files and Syscall Traces

What Did That Free-Model Setup Script Actually Do? Audit It With Honeypot Files and Syscall Traces

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6 min read
A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes

A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes

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6 min read
Free Preflight Review in CI: Cut Paid Minutes with a Simple Gate

Free Preflight Review in CI: Cut Paid Minutes with a Simple Gate

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5 min read
A Burn-In Gate for Free AI Models: Test the Assistant Before It Touches Your Repo

A Burn-In Gate for Free AI Models: Test the Assistant Before It Touches Your Repo

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5 min read
The Read-Only Worktree Gate for AI-Generated Patches

The Read-Only Worktree Gate for AI-Generated Patches

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5 min read
The Free-Model Agreement Test for AI Code Generation

The Free-Model Agreement Test for AI Code Generation

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6 min read
Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation

Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation

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4 min read
A Flake Triage Card for Your CI: Classify Failures First, Read Logs Second

A Flake Triage Card for Your CI: Classify Failures First, Read Logs Second

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5 min read
Why AI-Generated Migrations Need a Different Gate Than Code Patches

Why AI-Generated Migrations Need a Different Gate Than Code Patches

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4 min read
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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