They built the LHC to find evidence for supersymmetry but nothing turned up except a Higgs field. We built an observatory at the pole to prove inflation. Zilch. A few of the neutrino capture labs have found different flavored ones. The Webb has found much of interest.

The idea of a geometric foundation to science makes sense to Eric Weinstein but even he does not know where it would lead. I think its worth a try.