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Frontier Intelligence Goes Local

Frontier Intelligence Goes Local

At IFA 2026, NVIDIA, Microsoft and their partners are unveiling faster inference capabilities and simplified tools for running AI agents locally on NVIDIA hardware. New compact NVIDIA RTX Spark Windows PCs arrive in October, offering AI enthusiasts, developers and creators local, secure agent deployment. Simplified Local AI Support and Performance Improvements Simplified local AI support for NVIDIA GPUs is coming to Hermes Agent, OpenClaw and Perplexity Portable Computer. Up to 1.9x faster local inference — New llama.cpp and vLLM optimizations are available now directly through LM Studio...

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Perplexity and NVIDIA logos side by side on a black background with a green "NVIDIA Local AI" button below.

Perplexity Portable Computer Windows NVIDIA RTX

As local models become more capable, AI agents can handle more work directly on a PC while keeping sensitive information on the device. Portable Computer Portable Computer is a local version of the agent Perplexity Computer that plans and carries out multistep tasks. Accelerated by NVIDIA GPUs, it uses local models to analyze data, bring together information across files, and handle recurring work. Sensitive information stays on device, and locally completed work doesn't consume Perplexity Computer credits. Users can also orchestrate work to cloud models for more advanced research and...

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