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Why 2D Gaussian Splatting Bleeds GPU Budgets: Hexels for Real-Time 3D Twins

Executive Problem Statement Industrial automation teams and robotics companies are burning thousands of dollars monthly hosting high-VRAM GPU cloud nodes just to visualize and infer physical environments in real time. Radiance fields and standard 2D Gaussian Splatting (2DGS) promised photorealistic digital twins, but in production, they hit a brutal wall: extreme memory overhead, alpha-blending…

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What I learned putting TabPFN into a small business tool during Global Hack Week

This is a submission for the MLH x DEV Writing Challenge What I Built I built Cashcast , a receivables tool for freelancers, small agencies and bookkeepers.

  • Trained TabPFN on 1,000 recent paid invoices, limited to 39-45 seconds per run on laptop CPU
  • Requesting 49 quantile levels allows model to condition on invoice age for more accurate predictions

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