Continuous Production Evaluation

LLM benchmark scores fail in production due to "saturation paradox"

Static academic benchmarks are becoming less effective for evaluating enterprise LLMs due to the "Benchmark Saturation Paradox," where models scoring highly on leaderboards like MMLU and SWE-bench perform poorly on real…