LLMs are terrible at generating correct test cases. Here's the architecture that actually works.
How I stopped asking an LLM to judge correctness and built a reliable hidden-test pipeline instead.
Apr 30, 20269 min read11

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Real-world engineering lessons from building ForkSpace — a collaborative coding platform. Covers architecture, failures, and design decisions.