NVIDIA Cosmos3-DROID was used to build an end-to-end streaming robotics learning pipeline that reads Parquet and video data without downloading the full dataset locally. The pipeline avoids downloading a 707 GB repository and uses byte-range Parquet reads plus seek-based AV1 video decoding to fetch only needed data windows. It then trains and evaluates a multimodal behavior-cloning policy and saves the resulting policy checkpoint for downstream use.
Physical AI is moving from training models in data centers to deploying adaptable robots on factory floors, where manufacturers must trust machines that handle constant process change. Walden Robotics, spun out of Toyota Research Institute in January 2026, launched with $300 million in July and has had robots working full production shifts since May. As a result, the bottleneck shifts to continuous learning in deployment supported by simulation and human assistance, including robots that can call remote help for better ongoing improvement.
Buntar Aerospace closed a $16 million funding round to scale its drone autonomy business for Ukrainian defense. The funding takes its total capital raised to $30 million. The company will speed up product development, expand manufacturing, hire more staff, and continue building Buntar Copilot while pushing dual-use and new international markets.
RobCo, a Munich robotics start-up, became a unicorn after being valued at more than $1 billion. Its valuation doubled in nine months, and the deal included fresh capital plus partial share sales for long-serving employees. The company will accelerate its robotics-as-a-service push and develop its autonomous robot Alfie, unveiled in March 2027, while also expanding in the United States.
EmTech Future 2026 featured MIT Technology Review editors and speakers discussing how AI is reshaping areas like biology, infrastructure, manufacturing, and science as well as what happens when it converges with other technologies. The full on-demand program is available with a 20% discount, lowering the access price to $596. Attendees can now watch all sessions on demand, and the event’s themes are positioned around cross-domain technology convergence rather than standalone advances.
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