
Nvidia is announcing its new Personal AI Router (PAIR), a free tool that syncs up your home computers for tackling local AI inference tasks with tools like Ollama and LM Studio. Let's get the obvious thing out of the way, despite what its name might imply: PAIR is not a hardware router. It's open-source software developed by Nvidia that discovers compatible PCs on a network, connects them, and prepares them for crunching numbers on agentic workflows. While the compatible devic
Nvidia has released free open-source software called Personal AI Router (PAIR) that connects multiple home computers together to work on artificial intelligence tasks locally. The tool discovers compatible computers on a home network and uses them when they are idle, allowing them to process AI inference requests in parallel without disrupting regular use. PAIR works with certain Nvidia GPUs as well as Apple's newer chips, and it can adapt as devices join or leave the network, such as when someone starts playing a game on one of the computers. This distributed approach is designed to help handle complex AI workflows that break tasks into smaller jobs, reducing processing bottlenecks that would occur on a single device.

While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.
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ChatGPT, Claude, and Grok all suffered outages at nearly the exact same time for reasons that remain murky.

Most teams building a shopping assistant or agent rebuild the same scaffolding: an agent loop, a tool layer over the catalog, an approval gate, and an eval suite. Anthropic has now released that scaffolding as code. This week, they published anthropics/commerce-agents, a reference blueprint containing a shopping agent and a merchant agent, along with four runnable verticals: retail, travel, telecom and entertainment. It ships alongside two write-ups: a product announcement and an engineering de
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