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Blake Yang

Full-stack developer passionate about open source and clean code.

Location Seattle, WA Joined Joined on 
The Bug Report Is Not a Spec: Extracting Invariants Before an OSS Patch

The Bug Report Is Not a Spec: Extracting Invariants Before an OSS Patch

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8 min read
The PR Nobody Reviewing: How Churn Rate Shapes a Free-Tier AI Review Loop

The PR Nobody Reviewing: How Churn Rate Shapes a Free-Tier AI Review Loop

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5 min read
Context Slicing: A Free-Tier Workflow for AI-Assisted OSS Patch Review

Context Slicing: A Free-Tier Workflow for AI-Assisted OSS Patch Review

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4 min read
Treat an AI Review Like a Hypothesis: A Reproducible OSS Verification Loop

Treat an AI Review Like a Hypothesis: A Reproducible OSS Verification Loop

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4 min read
Review Your Own OSS Patch Before the Maintainers Do: A Free-Tier AI Loop

Review Your Own OSS Patch Before the Maintainers Do: A Free-Tier AI Loop

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4 min read
Reproduce, Patch, Test: An Open Source Contribution Loop on a Free Server

Reproduce, Patch, Test: An Open Source Contribution Loop on a Free Server

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5 min read
Reviewing a PR You Can't Run Locally: A Reproducible Free-Tier Loop

Reviewing a PR You Can't Run Locally: A Reproducible Free-Tier Loop

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5 min read
The Patch That Wouldn't Reproduce: A Free-Tier Loop for Open Source PRs

The Patch That Wouldn't Reproduce: A Free-Tier Loop for Open Source PRs

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5 min read
The Retry Loop That Ate a Free Tier: A Rate-Limit Postmortem

The Retry Loop That Ate a Free Tier: A Rate-Limit Postmortem

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5 min read
The 3 AM Job That Never Ran: Taming Sleep Mode on a Free Server

The 3 AM Job That Never Ran: Taming Sleep Mode on a Free Server

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4 min read
The Exit Code That Lied: Debugging a Silent Failure on a Free Server

The Exit Code That Lied: Debugging a Silent Failure on a Free Server

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5 min read
The Upload Endpoint Passed Every Test. Then the Security Checklist Found a Path Traversal.

The Upload Endpoint Passed Every Test. Then the Security Checklist Found a Path Traversal.

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5 min read
MiniMax H3 Buzz? I'd Rather Keep a Free Model on a Short Leash

MiniMax H3 Buzz? I'd Rather Keep a Free Model on a Short Leash

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3 min read
My Free-Server Loop for Reviewing AI Refactors (and the First Thing It Broke)

My Free-Server Loop for Reviewing AI Refactors (and the First Thing It Broke)

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4 min read
Route AI Coding Tasks by Risk: A Free-Tier-First Workflow You Can Actually Measure

Route AI Coding Tasks by Risk: A Free-Tier-First Workflow You Can Actually Measure

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4 min read
How to Review AI-Generated Refactors: A Repeatable Falsification Loop

How to Review AI-Generated Refactors: A Repeatable Falsification Loop

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5 min read
A Repeatable Loop for Reviewing AI-Generated Refactors Before You Merge Them

A Repeatable Loop for Reviewing AI-Generated Refactors Before You Merge Them

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4 min read
Stop Vibes-Testing AI Coding Models: A Repeatable Evaluation Suite You Can Run for Free

Stop Vibes-Testing AI Coding Models: A Repeatable Evaluation Suite You Can Run for Free

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6 min read
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