Codersera analyzes the 2026 shift in LLM evaluation, with MMLU losing its position as the headline benchmark and SWE-Bench (and similar coding/agent benchmarks) taking over. The shift reflects the industry's move from "general knowledge" to "real-world task completion" as the primary measure of model capability.