AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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GRAIN models reasoning as a semantic parsing and tool-execution pipeline, guided by a Structure Invariance Reward, which forces the LLM to learn robust text-to-structure mappings rather than memorizing linguistic artifacts.
CameraAnything is introduced, the first unified framework for camera controlled video editing that enables joint control of both intrinsic and extrinsic camera parameters, and a scalable synthetic pipeline is developed that constructs diverse dynamic scenes through structured multi-camera recording and generates synchronized videos with varied camera configurations.
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