Navigating AI's Energy Demands and Advancements in Educational Tools

A breakthrough benchmark is testing whether AI can actually predict future events by analyzing real-world data. Researchers at the University of Chicago just launched Profit Arena, a new AI evaluation platform that measures "predictive intelligence" by having models forecast outcomes on live prediction markets like Kalshi and Polymarket. Early results show AI models like GPT-4 and Claude are already performing as well as or better than human forecasters, with some models finding real market edges - like one AI that correctly predicted a Toronto FC soccer win when the market only gave it 11% odds. This represents a major shift from traditional saturated benchmarks toward dynamic, real-world testing that could reshape how we measure AI progress.
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