Test Design
Why 90% of AI Test Papers Are a Trap: The Blind Spots of LLM Coding Evaluation and Practical Design for Vibe Coding
Standard LLM coding benchmarks, tainted by data contamination, only measure memorization and ignore real-world security and maintainability. We explore these flaws through recent cases and offer practical test strategies that developers must design themselves in the vibe coding era.