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the most scalable sensor network might already be in people's pockets. smartphones come with cameras, location capabilities and enough computing power to capture useful information about the surrounding environment. more importantly, they are already distributed across cities, roads and places that dedicated mapping fleets may rarely visit. the challenge is turning individual captures into reliable, structured spatial data. that's the idea behind @vangrid_io coordinate people through a distributed capture network, collect real world environments on demand, and make that data available for physical ai applications. this approach doesn't eliminate the need for specialized sensors or quality control. it offers another way to expand coverage without building an entire fleet from scratch. the real measure of scalability will be how consistently the network delivers accurate data where it's actually needed. sometimes, new infrastructure starts with devices we already use every day.

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