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Finley Li

Frontend developer crafting beautiful user experiences.

Location Austin, TX Joined Joined on 
Cron-Driven Golden Cases: A Free-Server Watchdog for AI Codegen

Cron-Driven Golden Cases: A Free-Server Watchdog for AI Codegen

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4 min read
Prompt Change Requests: Stop Shipping Silent AI Regressions Without a Review

Prompt Change Requests: Stop Shipping Silent AI Regressions Without a Review

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6 min read
Your Model Swapped Underneath You: A Zero-Budget Tripwire for Silent LLM Regressions

Your Model Swapped Underneath You: A Zero-Budget Tripwire for Silent LLM Regressions

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5 min read
Same Input, Different Answer? A Differential Harness for AI Code Fixes

Same Input, Different Answer? A Differential Harness for AI Code Fixes

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6 min read
Budget Calibration: How to Test Whether Your AI Reviewer Still Works Before You Trust It

Budget Calibration: How to Test Whether Your AI Reviewer Still Works Before You Trust It

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6 min read
Golden Cases Catch Silent Regressions: A Minimal Eval Harness for AI C++ Patches

Golden Cases Catch Silent Regressions: A Minimal Eval Harness for AI C++ Patches

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6 min read
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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