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⚡ AI Lessons
Dev.to · Morgan Ma
4d ago
Free Models, a Free Server, and a Reference That Outlived Its Function
A dangling reference is easy to miss on your laptop and hard to ignore on a container that behaves...
Dev.to · Morgan Ma
5d ago
Clean Compile, Wrong Result: A Sanitizer Retrospective for AI-Generated C++
The AI coding boom created a new bottleneck. Not writing code. Reviewing it. Everyone is a reviewer...
Dev.to · Morgan Ma
1w ago
The 3% Drop That Only Showed Up on a Clean Server: A Debugging Retrospective
My forwarder lost 3% of its messages. My laptop reported zero. CI reported zero. Staging lost...
Dev.to · Morgan Ma
1w ago
The Fix That Passed Review and Crashed in Release
The fix passed review. It still crashed in release. The reviewer was never tested. The reviewer was...
Dev.to · Morgan Ma
1w ago
Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier
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Dev.to · Morgan Ma
1w ago
The Coverage Loop: Turning Free AI Tokens into Verified C++ Tests
Unit tests are boring. Coverage is not optional. I asked a free AI model to write my tests. It...
Dev.to · Morgan Ma
1w ago
Twenty Prompts, One Compiler: A Free AI Server's Failure Matrix
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Dev.to · Morgan Ma
1w ago
Free AI Servers Fail Quietly: A Reproducible Test for MonkeyCode's Free Tier
Free AI servers fail quietly. Not with loud errors. With latency spikes and silent truncation. A...
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