Tags: industrial automation

Physical AI embeds artificial intelligence in machines that can sense their surroundings, make real‑time decisions, and act in the physical world. From autonomous vehicles and warehouse robots to surgical assistants and smart‑city systems, these technologies blend sensors, computer vision, machine learning, and reinforcement learning to close the perception‑decision‑action loop. While early deployments already exist, challenges around safety, reliability, edge‑case handling, and costly real‑world training remain central as the field pushes toward broader, embodied AI applications. Read more

Freeform, a metal‑3D‑printing startup, announced a $67 million Series B round led by a group of venture firms. The capital will fund upgrades to its GoldenEye laser‑fusion system and the development of a next‑generation platform called Skyfall, which will employ hundreds of lasers and AI‑driven simulations. The company aims to expand its workforce and facility to meet a growing backlog of mission‑critical parts, leveraging on‑site Nvidia H200 GPU clusters for real‑time physics modeling. Read more

Yann LeCun’s newly launched venture AMI Labs has revealed that it will develop “world models” to create intelligent systems that understand the real world. The startup, headquartered in Paris with additional offices in Montreal, New York, and Singapore, is led by executive chairman LeCun and CEO Alex LeBrun, a former health‑AI founder. AMI Labs aims to apply its technology to high‑stakes fields such as healthcare, industrial automation, robotics, and wearable devices, emphasizing reliability, controllability, and safety. The company plans to license its models to industry partners while contributing to open research. Read more

Toyota announced a $1.5 billion investment strategy that spans the entire lifecycle of startups. The automaker created a new strategic investment subsidiary, Toyota Invention Partners Co., funded with roughly $670 million to back early‑stage, Japan‑based ventures. Its growth‑stage arm, Woven Capital, launched a second $800 million fund, targeting Series B to late‑stage companies in AI, robotics, climate technology, and industrial automation. The two initiatives complement Toyota Ventures and together form a “bookend” approach that can support a startup from inception to potential integration on Toyota’s balance sheet. A pilot partnership with Los Angeles‑based Machina Labs, which blends AI and robotics for rapid metal manufacturing, was also disclosed. Read more

Venture capitalists are pouring record funding into robotics startups, with investors committing $6 billion in the first seven months of 2025. The surge follows key catalysts such as Amazon’s 2013 acquisition of Kiva Systems, declining hardware costs, and advances in AI. Partners at firms like Eclipse Ventures, Bee Partners, and Cybernetix Ventures highlight how a decade of trial and error has clarified market demand across manufacturing, warehousing, construction, healthcare, and elder‑care. While consumer‑focused robots remain a challenge, investors see strong growth potential in industrial and vertical‑specific applications. Read more