AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Latent visual reasoning equips vision--language models with continuous intermediate states that can process visual evidence without explicit textual reasoning traces or repeated image operations. However, existing methods often allow multiple latent tokens to access the same visual evidence through shared value project...
CUA-Sandbox is introduced, which separates private state capsules from shared runtimes through state-scoped execution and transactional lifecycle operations, including resets and branches, while retaining the original software interfaces and task evaluators.
WorkDrive is proposed, a framework that constructs perception-grounded causal reasoning for work zones and aligns it with trajectory prediction and achieves progressive improvement over the trajectory-only baseline.
Experiments show that SearchEyes achieves state-of-the-art performance among open-source multimodal search agents, with SearchEyes-27B improving over the strongest open-source baseline by 6.2 points on average.
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