New arXiv paper "The AI Evaluation Ecosystem" argues benchmark design must account for the broader ecosystem of providers, users, funders, and regulators, and proposes a simulation combining market…

#AIEvaluation #AISafety #BenchmarkDesign #AgentBasedModeling
https://arxiv.org/abs/2610.09296

A new arXiv benchmark, EvalResearchBench, asks whether AI agents can autonomously design compact evaluators for coding, co-work, and reasoning under fixed time and API budgets. The study examines 9 researcher agents…

#AIResearch #LLMs #BenchmarkDesign #AgenticAI
https://arxiv.org/abs/2610.04184