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Dakota Huang

Building things with Python, Go, and JavaScript. Love automating everything.

Location Seattle, WA Joined Joined on 
Don't Merge AI Patches Blind: A Git Worktree Replay Gate

Don't Merge AI Patches Blind: A Git Worktree Replay Gate

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5 min read
Same Model, Different Server: Fingerprint Your Eval Environment Before You Trust the Result

Same Model, Different Server: Fingerprint Your Eval Environment Before You Trust the Result

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4 min read
Probe the Endpoint Before You Probe the Model

Probe the Endpoint Before You Probe the Model

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5 min read
A Failure Triage Script for Free Coding Models: Prompt, Model, or Wrapper?

A Failure Triage Script for Free Coding Models: Prompt, Model, or Wrapper?

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4 min read
From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

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6 min read
I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

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5 min read
Vibes Are Not a Benchmark: A 30-Minute Harness to Test Whether a Free Coding Model Can Touch Your Repo

Vibes Are Not a Benchmark: A 30-Minute Harness to Test Whether a Free Coding Model Can Touch Your Repo

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5 min read
Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute

Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute

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6 min read
Every New Model Gets the Same Six Questions From Me

Every New Model Gets the Same Six Questions From Me

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5 min read
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