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Finley Li

Frontend developer crafting beautiful user experiences.

Location Austin, TX Joined Joined on 
CI Is Green. The Behavior Is Gone. A Receipt Gate for AI-Generated C++ Patches.

CI Is Green. The Behavior Is Gone. A Receipt Gate for AI-Generated C++ Patches.

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4 min read
Stop Comparing Token Prices. Compare Cost Per Passing Patch.

Stop Comparing Token Prices. Compare Cost Per Passing Patch.

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5 min read
Free Tokens Are Claims, Not Facts: Choosing Between MonkeyCode's Free Tier and Self-Hosting

Free Tokens Are Claims, Not Facts: Choosing Between MonkeyCode's Free Tier and Self-Hosting

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4 min read
Testing AI C++ Race Fixes: TSan Harness

Testing AI C++ Race Fixes: TSan Harness

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6 min read
A Tiered Verification Gate for Cheap Model-Generated C++ Patches

A Tiered Verification Gate for Cheap Model-Generated C++ Patches

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5 min read
Sanitizer Verdicts Over Demo Gifs: A Spec-Driven C++ Test Rig for Freshly Released Coding Models

Sanitizer Verdicts Over Demo Gifs: A Spec-Driven C++ Test Rig for Freshly Released Coding Models

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7 min read
A Race You Can't Reproduce Is Still a Race: Testing Model-Generated C++ Concurrency Fixes

A Race You Can't Reproduce Is Still a Race: Testing Model-Generated C++ Concurrency Fixes

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6 min read
Sanitizers Don't Flatter Anyone: Scoring Free Coding Models on C++ Undefined Behavior Fixes

Sanitizers Don't Flatter Anyone: Scoring Free Coding Models on C++ Undefined Behavior Fixes

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5 min read
Let the Compiler Argue With the Demo: A Repeatable C++ Grader for Coding Models

Let the Compiler Argue With the Demo: A Repeatable C++ Grader for Coding Models

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6 min read
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