LLM Benchmarks Explained – MMLU, GPQA, AIME, and Why These Numbers Both Matter and Mislead

LLM benchmarks explained: MMLU is saturated above 90%, GPQA Diamond still differentiates, AIME has 15-question variance. Four failure modes covered.