别只看大模型，Applied Intuition告诉你90%的工程工作流才是物理AI的瓶颈，他们的Dana平台用智能体统一编排20种工具。
Applied Intuition CTO Peter Ludwig 指出，通用模型（如Anthropic或OpenAI的模型）只占物理AI系统解决方案的1%。他强调，在安全攸关的场景中，复杂的工程工作流才是关键，过去可能需要切换20种不同工具。该公司平台Dana通过智能体界面，让用户用自然语言编排这些工作流。他预测未来十年将有十亿台机器（如汽车、拖拉机、人形机器人）实现自主化。
.@AppliedInt CTO Peter Ludwig says the model is only 1% of a physical AI system: "General purpose m...
. @AppliedInt CTO Peter Ludwig says the model is only 1% of a physical AI system: "General purpose models that come from companies like Anthropic or OpenAI, those are great and they're very useful for very general purpose tasks. But when you're dealing with things that have a very deep safety-critical component, things where lives are literally on the line... just the model is not enough." "That's like 1% of the full solution." "These very, very complex workflows to actually build physical AI maybe would require switching between 20 different tools in the past for different tasks, and deeply understanding the precise flow of information between all of those things to accomplish your end goal." "Now with Dana, all of those complex workflows can be very seamlessly orchestrated from an agentic interface where you're able to write things in plain English and receive answers in plain English." @bizbreakdowns Your browser does not support the video tag. 🔗 View on Twitter a16z @a16z . @AppliedInt Co-founder and CTO Peter Ludwig says "a billion machines will become autonomous or intelligent over the next ten years." "Cars, trucks, tractors, mining haulers, defense systems, warehouse robots, humanoids—the physical economy will be rebuilt around software that perceives, decides, and acts." "The prevailing assumption about how we get there goes something like this: models keep improving, world models mature, foundation models for robotics arrive, and autonomy falls out the other end. Intelligence is the whole game; scale the intelligence and the machines will follow." "The contrarian bet, then, isn't against intelligence. It's that the next order of magnitude in physical AI comes from making the engineering system as intelligent as the models it carries." Full piece on compounding systems and Applied Intuition's newest platform, Dana: a16z.news/p/the-next-ai-… 🔗 View Quoted Tweet 💬 5 🔄 0 ❤️ 14 👀 7442 📊 4 ⚡