A research team from Shanghai Jiao Tong University and Nanyang Technological University has introduced MatScope and the MatEvoBench-20 benchmark to evaluate how large language models and multi-agent systems reason across evolving materials laboratory workflows. Released on arXiv on November 9, 2026 (arXiv:2611.12014), the benchmark assesses frontier AI models across 200 condition-specific alloy tasks and 20…