The thesis
Most geometric primitives used in engineering (cylinder, sphere, torus) were selected because they're easy to parameterize, easy to machine, and have closed-form contact solutions. None of those reasons is about physical performance under load. They're about computational and manufacturing convenience.
The oloid -- a 1929 shape constructed from two perpendicular circles of equal radius with the shared tangent line -- doesn't look like the kind of thing you'd pick for a bearing. But when you feed it through the oracle stack using the single-arc methodology, it outperforms cylinders by 25x on thermal advantage alone, with corresponding improvements in contact distribution, peak Hertz stress, and wear progression.
The interesting claim isn't just "the oloid is good." It's that we've been picking engineering primitives for the wrong reasons and that a systematic shape-classification framework based on physical invariants would produce very different defaults.