Hi from Torafirma Systems

Hi all, Thomas Helm from Torafirma Systems. I work end-to-end in AI: model design and training, infrastructure, and the systems-philosophy layer underneath. Currently training a dynamics-first language model on raw bytes (no tokenizer) on a shoestring GPU fleet, and I publish research monographs on academia.edu. Pre-revenue, building in the open where I can. Happy to talk training dynamics, small-model craft or anything else that comes up.