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Jordan Li

Backend developer who loves Rust and distributed systems.

Location Austin, TX Joined Joined on 
Classify Fixture Hunks Before Merging an Agent PR

Classify Fixture Hunks Before Merging an Agent PR

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5 min read
Review Agent PRs for Silent Interface Drift

Review Agent PRs for Silent Interface Drift

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6 min read
Catch Policy Hidden in Agent-Generated Literals

Catch Policy Hidden in Agent-Generated Literals

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8 min read
Fail-Open Defaults in Agent PRs: A Provenance Review

Fail-Open Defaults in Agent PRs: A Provenance Review

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7 min read
Triage an Agent PR: Trust, Revert, or Test Each Hunk

Triage an Agent PR: Trust, Revert, or Test Each Hunk

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7 min read
Reviewing AI-Generated PRs: Diff-Driven Testing on a Free Server

Reviewing AI-Generated PRs: Diff-Driven Testing on a Free Server

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3 min read
Treat AI-Generated PRs Like Third-Party Dependencies

Treat AI-Generated PRs Like Third-Party Dependencies

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4 min read
Refactor Without Fear: Differential Testing with AI-Generated Inputs

Refactor Without Fear: Differential Testing with AI-Generated Inputs

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3 min read
Property-Based Testing Without the Property: Generating Invariants with a Free Model

Property-Based Testing Without the Property: Generating Invariants with a Free Model

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5 min read
Run the Edges Before You Approve the AI Patch

Run the Edges Before You Approve the AI Patch

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4 min read
Build a PR Commenter on a Free Server with MonkeyCode's 10M Tokens

Build a PR Commenter on a Free Server with MonkeyCode's 10M Tokens

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4 min read
Automating Git Bisect: A Reproducible Regression Hunt on a Free Server

Automating Git Bisect: A Reproducible Regression Hunt on a Free Server

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4 min read
The Agent PR Review: What to Trust, What to Revert, What to Test

The Agent PR Review: What to Trust, What to Revert, What to Test

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4 min read
Context Drift on a Free Server: A Reproducible Memory Stress Test

Context Drift on a Free Server: A Reproducible Memory Stress Test

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4 min read
10 Million Free Tokens: A Token-Budget Field Test on a Free Server

10 Million Free Tokens: A Token-Budget Field Test on a Free Server

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4 min read
The 10-Task Gauntlet: Measuring a Free Coding Model Before You Trust It

The 10-Task Gauntlet: Measuring a Free Coding Model Before You Trust It

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4 min read
Mutation Testing on a Free Server: Do AI-Generated Tests Actually Kill Bugs?

Mutation Testing on a Free Server: Do AI-Generated Tests Actually Kill Bugs?

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3 min read
Free Model, Free Server, Real Limits: Evaluating MonkeyCode's Free Tier

Free Model, Free Server, Real Limits: Evaluating MonkeyCode's Free Tier

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6 min read
I Run Unvetted AI Code on a Free Disposable Server, Not My Laptop

I Run Unvetted AI Code on a Free Disposable Server, Not My Laptop

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5 min read
MiniMax H3 Hype? Run This 20-Minute Free-Tier Test First

MiniMax H3 Hype? Run This 20-Minute Free-Tier Test First

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3 min read
What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

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5 min read
Don't Trust-Execute AI-Generated Code: A Sandbox Harness for Evaluating Coding Models Safely

Don't Trust-Execute AI-Generated Code: A Sandbox Harness for Evaluating Coding Models Safely

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6 min read
A Reproducible Harness for Comparing Free Hosted Coding Models Against Your Local Setup

A Reproducible Harness for Comparing Free Hosted Coding Models Against Your Local Setup

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5 min read
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