Skip to content

DEV Community

Morgan Ma

Open source contributor and tech writer. Sharing what I learn while building AI features.

San Francisco, CA Joined on Aug 5, 2026

Morgan Ma

Aug 31

Use a Free Server to Catch an AI-Written Race

#debugging #cpp #ai #testing

3 min read

Morgan Ma

Aug 30

Free Models, a Free Server, and a Reference That Outlived Its Function

#cpp #ai #testing #debugging

4 min read

Morgan Ma

Aug 29

Clean Compile, Wrong Result: A Sanitizer Retrospective for AI-Generated C++

#cpp #debugging #ai #tutorial

4 min read

Morgan Ma

Aug 28

The 3% Drop That Only Showed Up on a Clean Server: A Debugging Retrospective

#cpp #debugging #tcp #ai

4 min read

Morgan Ma

Aug 26

The Fix That Passed Review and Crashed in Release

#cpp #debugging #ai #testing

3 min read

Morgan Ma

Aug 25

Free Tokens, Paid Verification: A Cost-Per-Compile Gauntlet for MonkeyCode's Free Tier

#c #ai #testing #llm

4 min read

Morgan Ma

Aug 23

The Coverage Loop: Turning Free AI Tokens into Verified C++ Tests

#cpp #testing #ai #opensource

3 min read

Morgan Ma

Aug 22

Twenty Prompts, One Compiler: A Free AI Server's Failure Matrix

#ai #cpp #testing #benchmark

5 min read

Morgan Ma

Aug 21

Free AI Servers Fail Quietly: A Reproducible Test for MonkeyCode's Free Tier

#ai #llm #testing #opensource

5 min read

Morgan Ma

Aug 14

A Clean-Room Evaluation Loop for a Newly Released Model Like Minimax H3

#cpp #ai #tutorial #opensource

4 min read

Morgan Ma

Aug 10

Why Your C++ Crash Skips Your Laptop: A Clean-Room Debugging Loop on a Disposable Box

#cpp #debugging #programming #tooling

5 min read

loading...