AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Looped language models increase effective depth by repeatedly applying a shared block of layers, but existing large-scale recipes require multi-stage training over trillions of tokens, while the benefits of recurrence remain difficult to separate from differences in data and training. In this work, we establish practic...
WebPageBench is an open framework for evaluating web agents in which every task is verified from the interface's own event log, and sensitivity to interface form can be measured under a fixed task specification.
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