Same Workload, Opposite Throughput: A Minecraft-Shaped Speedup for Scientific Interpolation

A 57-hour interpolation campaign fell to 17.6 minutes after I restructured 2 million per-voxel solves into Minecraft-style chunks with GPU-batched linear algebra. The pattern turned out to be textbook GPU practice. This is the story of rediscovering it, with honest numbers.