Independent researcher exploring high-precision PINNs, numerical ML, and reproducibility in scientific computing.

Creator of the Unstable Singularity Detector (https://github.com/Flamehaven/unstable-singularity-detector ) — an open-source system inspired by DeepMind's fluid dynamics work.