Benchmark scores alone cannot predict the real cost of AI agents
Raw benchmark rankings can hide the factors that determine whether an AI agent is useful and affordable in day-to-day work: time limits, token budgets and failed attempts. Laurie Voss writes for VentureBeat that Alibaba’s Qwen 3.8-Max illustrates the gap. Alibaba reports strong coding results with time limits of up to five hours, and as much …