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Digests from NVIDIA Developer — NVIDIA Developer videos on accelerated computing, CUDA, GPUs, and AI systems.
OpenShell provides a secure runtime for autonomous AI agents, enforcing isolation and policy through a Control Plane/Gateway architecture. It uses declarative YAML policies and formal verification to prevent agent breakout.
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Perplexity introduces Portable Computer, an agent platform running fully on NVIDIA DGX Spark. This enables complex AI workflows—like analyzing sensitive tax documents—to run entirely offline, ensuring maximum data privacy.
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NVIDIA Dynamo is a distributed serving layer that scales LLM inference across multi-GPU/multi-node clusters. It coordinates workers, manages routing, ensures fault tolerance, and optimizes KV cache reuse, complementing engines like vLLM.
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Two winning agents—MasteryWrite and 8kEdu—demonstrate autonomous applications for EdTech. They use advanced frameworks like NemoClaw to build self-improving systems that analyze video lectures and grade student essays.
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NeMo Switchyard is an open-source model routing library for AI agents that automatically routes each query to the best available model. It solves the 'one model' problem by optimizing selection across local/cloud and open/closed models.
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