Multimodal AI: The Complete Guide to Training Data, Models & Use Cases

Scientists found that AI models can inherit a taste for murder (or owls) from other models' training data.

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 […]

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.

OpenAI's advancements in multimodal AI could revolutionize user interaction, enhancing accessibility and efficiency in digital workflows. The post OpenAI showcases ChatGPT’s new voice and image processing features appeared first on Crypto Briefing.

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 […]

Google's new multimodal AI model powers updates to Flow and Flow Music, including conversational video editing and AI-generated media tools.

Gemini Omni's native multimodal capabilities could revolutionize enterprise AI, enhancing efficiency and security across diverse industries. The post Google unveils Gemini Omni, its first native multimodal AI model built for enterprises appeared first on Crypto Briefing.