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The Evolution of Perception: Why Vision-Only Is No Longer Sufficient

There was a moment—somewhere around 2019—when a quiet consensus shifted inside the world’s top autonomous vehicle programs. The engineering argument that lidar sensors in autonomous vehicles were an expensive luxury, a temporary crutch until cameras and neural networks matured, collapsed under the weight of real-world data. Depth ambiguity, low-light failures, and the brutal physics of […]

Hokuyo UST-05DN

The Shift from Mapping to Detection: Why IO LiDAR Matters

Most engineers reach for the most capable sensor they can find — rich point clouds, dense 3D maps, full SLAM pipelines. But for a growing class of industrial applications, that approach is the equivalent of hiring a cartographer to answer a single yes-or-no question. The real question on a factory floor is rarely “what does […]

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