AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Diffusion large language models (dLLMs) achieve high decoding efficiency through block-parallel, arbitrary-order generation, making them attractive for latency-sensitive applications. GUI agents represent a natural testbed for this paradigm, as they must repeatedly perceive screen states and emit structured, spatially...
UI-Venus-2 is presented, a general-purpose foundation GUI agent designed to operate across mobile, web, and desktop environments through a unified closed-loop reasoning-action framework that integrates safety-aware mechanisms to ensure controlled execution of consequential actions.
MAGA is introduced that re-allocates training signal according to the structured action and suppresses unnecessary or invalid distillation signals and focuses learning on erroneous actions.
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