2D laser printers identify distinct five-ring EURion constellations on banknotes. In contrast, 3D mechanical components share universal topological primitives (bore holes, right angles, slender flanges, snap fits) with firearm receivers, making reliable heuristic differentiation mathematically intractable.
Standard 32-bit 3D printer mainboards (e.g., STM32 / RP2040) run at 48-120 MHz with <512 KB RAM—incapable of performing real-time 3D non-rigid mesh registration or deep neural point cloud inference on G-code toolpaths.
As documented in the primary article, everyday makers printing simple camera mounts, drone arms, and robotics brackets trigger firearm blocking algorithms because rigid mechanical joinery naturally clusters in the same dimensional ratios.