AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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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.
DeltaServe is presented, a host-agnostic co-serving design that converts this idle inference capacity into LoRA fine-tuning throughput while preserving inference service-level objectives (SLOs).
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