Benchmarks & TestsFeatured8 min read
Special Report: AI Evaluation
The State of AI Benchmarking in 2026: Inside the Collapse of Static Tests and the Systems Built to Replace Them
A comprehensive tour of the 2026 AI benchmarking landscape: why MMLU, GSM8K, and HumanEval broke, how dynamic benchmarks and expert exams like HLE and GPQA Diamond replaced them, what agentic and jagged-intelligence testing reveals, and how human preference, LLM judges, and production observability now round out the full evaluation stack.
2026-08-03