AutoSTL Maps the Places Your 3D Print Might Fail

Field notes

The proposed workflow moves intervention before slicing: upload an STL, inspect estimated probabilities by region and failure mode, then change orientation, supports, or geometry. The page names five failure categories and frames the target user as a repeat-production operation, with intake fields for printer count and monthly volume. Its only displayed numerical example is an explicitly illustrative L-bracket map, including 0.87 overhang-collapse risk and 0.12 warping risk.