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Comparison of expensive LiDAR hardware versus Peregrine Visual SLAM software on a standard camera. We are living through a pivotal moment in machine perception. For the last decade, the prevailing wisdom in autonomous driving and advanced robotics was simple: if you want a machine to truly understand the 3D world around it, you need LiDAR.

Visual SLAM vs. LiDAR: Achieving Spatial Intelligence Without the Hardware Tax

Labs /

We’ve all seen the prototype vehicles outfitted with spinning laser arrays on their roofs. They are engineering marvels, spinning tens of thousands of dollars’ worth of delicate hardware to generate precise, dense point clouds of their environment. In a controlled R&D setting with unlimited budgets, LiDAR is spectacular. But the real world doesn’t operate on […]

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Smarter Roads, Safer Cities: Inside Hamburg’s AI-Powered Infrastructure Project

Data Services /

Every bump in the road tells a story—potholes, cracks, and worn surfaces silently cost cities millions each year in repairs and delays. For a city like Hamburg, with over 16,000 kilometers of road to monitor, staying ahead of these issues isn’t just a maintenance task—it’s a logistical challenge. Traditional inspections, often relying on manual surveys

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