Most physical AI teams know they need data. Few know they need a stack of it. The capabilities a deployed humanoid, AV, or warehouse robot needs — perception, action, instruction following, multi-step workflow execution — each map to a different layer of training data, with different collection methods, annotation depth, and quality controls. The physical […]
TAIPEI, Taiwan, June 2, 2026 — NVIDIA has announced a major collection of open source physical AI skills and tools that help developers turn complex robotics, autonomous vehicle (AV), vision […]
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Insider Brief Human Archive has raised $8.2 million in seed funding from Wing Venture Capital, NVP Capital, Y Combinator and a group of angel investors from “frontier AI labs” as it looks to expand its platform for collecting real-world training data for robotics and physical AI systems. “Despite decades of research, we still barely understand […]
AI training startup Shift wants to clean your home for free. The catch - because, despite what its website says, there's always a catch - is that it will record cleaners as they scrub, vacuum, dust, tidy, and wash, and use that footage to train robots.
Shift announced the unusual offer on social media on Thursday, explaining that the value of the training data generated from the cleanings is more than enough to fund the service. As its website puts it: "You get a spotless apartment. We get training data. Everyone wins."
A promotional video shows a cleaner in a crisp white uniform and awkward-looking hat (more on that later) washing windows …
Read the full story at The Verge.
Alibaba's Qwen team introduced Qwen3.7-Max at the 2026 Alibaba Cloud Summit, describing it as its most advanced and comprehensive agent model to date. The model features a 1M-token context window, extended-thinking mode, and is designed for long-horizon tasks including coding, debugging, and multi-step workflow automation. It scored 56.6 on the Artificial Analysis Intelligence Index, ranking fifth overall among proprietary models.
The post Qwen Introduces Qwen3.7-Max: A Reasoning Agent Model With a 1M-Token Context Window appeared first on MarkTechPost.
The shift from chatbots to robots that follow natural-language commands runs through a single class of models. VLA models — vision-language-action models — combine visual perception, language understanding, and action generation in one neural network. Their power is real, but it depends almost entirely on the training data they ingest. This guide explains what VLA […]
Insider Brief UK robotics startup Humanoid has announced a deployment and supply agreement with Schaeffler to bring humanoid robots into live manufacturing operations. According to Humanoid, the agreement calls for phased deployment of Humanoid’s wheeled humanoid robots across Schaeffler facilities, with the first systems expected to begin operating at plants in Germany before the end […]
British technology company Humanoid will deploy humanoid robots at factories operated by German industrial supplier Schaeffler, Reuters reported. The two companies’ agreement covers an estimated 1,000 to 2,000 robots in Schaeffler’s global manufacturing sites by 2032, according to a Humanoid spokesperson. The companies have not disclosed the contract value. The first deployment is scheduled between […]
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