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Dakota Huang

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

Location Seattle, WA Joined Joined on 
A Streaming Response Is Not a Payload: Buffer JSON Before You Validate
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A Streaming Response Is Not a Payload: Buffer JSON Before You Validate

#ai #json #backend #programming
Comments 1
4 min read
A Read-Only Gate for Model-Generated SQL on Free Compute
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A Read-Only Gate for Model-Generated SQL on Free Compute

#ai #sql #testing #devops
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4 min read
Draft PR Descriptions From Diffs Without Giving the Model Write Access
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Draft PR Descriptions From Diffs Without Giving the Model Write Access

#ai #git #productivity #automation
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3 min read
Split Low-Stakes Prompts From Code Changes Before You Call a Free Model
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Split Low-Stakes Prompts From Code Changes Before You Call a Free Model

#ai #python #automation #productivity
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3 min read
Pin Free Inference Before You Trust It: A Golden Hash Gate
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Pin Free Inference Before You Trust It: A Golden Hash Gate

#ai #testing #devops #python
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4 min read
A Free Model Endpoint Needs a Cold-Start Budget
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A Free Model Endpoint Needs a Cold-Start Budget

#ai #devops #programming #tutorial
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2 min read
Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs
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Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

#python #ai #testing #codereview
Comments 1
5 min read
A Noise Budget for Free Model Evals: Live vs. Replay
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A Noise Budget for Free Model Evals: Live vs. Replay

#ai #python #testing #performance
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5 min read
A Deploy Smoke Test for Model-Generated Code
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A Deploy Smoke Test for Model-Generated Code

#ai #programming #webdev #testing
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4 min read
Don't Merge AI Patches Blind: A Git Worktree Replay Gate
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Don't Merge AI Patches Blind: A Git Worktree Replay Gate

#ai #testing #git #programming
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5 min read
Same Model, Different Server: Fingerprint Your Eval Environment Before You Trust the Result
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Same Model, Different Server: Fingerprint Your Eval Environment Before You Trust the Result

#python #ai #testing #devops
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4 min read
Probe the Endpoint Before You Probe the Model
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Probe the Endpoint Before You Probe the Model

#ai #python #testing #devops
Comments
5 min read
A Failure Triage Script for Free Coding Models: Prompt, Model, or Wrapper?
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A Failure Triage Script for Free Coding Models: Prompt, Model, or Wrapper?

#ai #testing #programming #python
Comments
4 min read
From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release
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From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

#ai #testing #productivity #tutorial
Comments
6 min read
I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models
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I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

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

#ai #productivity #python #tooling
Comments 2
5 min read
Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute
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Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute

#ai #testing #productivity #tooling
Comments 1
6 min read
Every New Model Gets the Same Six Questions From Me
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Every New Model Gets the Same Six Questions From Me

#ai #testing #python #productivity
Comments
5 min read
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