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# Agent Orchestration

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  1. NVIDIA hands DGX SuperPOD operations to AI agents: cross-layer root-cause hunting, read-only access first

    NVIDIA built the AI Factory Operations Agent for its own DGX SuperPOD operations so site reliability engineers no longer have to check compute, network, hardware and scheduling dashboards one by one. The agent is a set of domain-specific sub-agents that communicate over MCP, detect failures in production, correlate root causes across layers and surface recommendations through a chat interface. The framework runs as a Kubernetes control-plane application, its tool calls are constrained by read-only credentials and RBAC, and the orchestration framework is released as experimental open source software.

  2. cloud.google.com

    Robots get a cloud brain: Gemini Robotics ER 2 enters public preview with 91.3% key-frame accuracy

    Google DeepMind's Gemini Robotics ER 2, a high-level reasoning model for robots, is now in public preview on the Gemini platform, letting enterprises declare low-level controls such as vision-language-action models and navigation APIs as tools for the model to orchestrate. The model classifies task progress from continuous video and pinpoints critical event frames, with a stated 91.3% accuracy and 0.96-second mean absolute frame distance. It is described as working across embodiments from stationary arms to humanoids, with simulation, evaluation and deployment handled on Google Cloud.

  3. Cohere Labs

    Enterprise agents stop trading off: North 2 puts reusable skills, shared libraries and per-agent guardrails in one platform

    Cohere released North 2, an enterprise agent platform that puts reusable skills, shared knowledge libraries, cross-session memory and per-agent guardrails into one privately deployable system, so regulated industries no longer have to choose between security, intelligence, cost and control.

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