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LLMs can plan complex trips with hard constraints like budget and diversity 2.5x faster by decomposing the task into a hierarchy of coordinating and executing agents.
Time series forecasting gets a serious upgrade: Timer-S1, a new foundation model, blows away benchmarks by scaling model size, dataset size, and training in a coordinated "serial" fashion.