Company: Provizio
LinkedIn Post Text: One model. One failure. One crash.That’s the risk with the common approach to autonomous vehicle perception stacks today. They fuse all sensor inputs into a single environment model, creating a single point of failure.At Provizio, we believe great perception and true safety demand redundancy. That’s why we take a fundamentally different approach:- Radar delivers primary active perception – with long-range detection, classification, and trajectory data, even through intense fog, rain, or glare.- Camera offers complementary passive perception – capturing the visual context radar can’t see, like the colour of a traffic light or the text on a road sign.- Fusion isn’t the starting point – it’s the safety net.In our architecture, 5D Perception and camera sensors each generate their own independent environment models, alongside a fused model. If one model is compromised, the others maintain full redundancy.Each model feeds its own safety policy, and only then are these pol
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