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AI Engineering Collective

What is multimodal sensing in physical AI?

February 4, 2026 By Jeff Shepard Leave a Comment

Multimodal sensing in physical AI (PAI), sometimes called embodied AI, is the ability for AI to fuse diverse sensory inputs, like vision, audio, touch, lidar, text, and more, from its environment to build a richer and more complete situation awareness, enabling complex physical interaction, perception, and autonomous action in the real world. A key application […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence (AI), Featured Tagged With: embodied ai, FAQ, multimodal sensing, PAI

What are the latest advances in radar and LiDAR technologies for sensor fusion: part 3

January 21, 2026 By Randy Frank Leave a Comment

In addition to improved performance from individual sensing technologies, including radar and light detection and ranging (LiDAR), other ongoing advances for sensor fusion are required for more complex advanced driver-assistance systems (ADAS) and to achieve the highest levels of autonomous driving (AD).  Future trends in other technologies for sensor fusion Ongoing advances to improve sensor […]

Filed Under: AI Engineering Collective, Applications, Automotive, Featured, Frequently Asked Question (FAQ), RADAR/LiDAR, Sensor Fusion Tagged With: AI, LIDAR, ML, radar, sensor fusion

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Automotive sensor requirements for software-defined vehicles: latency, resolution, and zonal architecture

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Fire prevention through the Internet

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