This is a research article about a patent I filed (not self promotion). I am dyslexic so I used AI to help with the writing. I have been working on Spectral Compact Training (SCT). It stores every weight matrix as [ W = U \operatorname{diag}(s) VT ] and trains directly through the small spectral fac