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Luna Systems CEO Andrew Fleury  exposes  this "planar bias" as a structural mismatch rather than a hardware limitation.  In his analysis, automotive ADAS assumptions break down on two wheels because the datasets fail to capture the high-dynamics physics required for reliable risk detection in micromobility.

1 piece The Architectural Mismatch in Micromobility Safety

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