An independent machine-learning practice for neural systems and biomedical imaging — neurotech, NeuroAI, BCI decoding, closed-loop systems, and medical imaging — for industry teams, academic principal investigators, and joint industry–academic consortia. Recent production experience inside a regulated imaging-instrumentation context. The practice of Rajani Raman, PhD, based in Leuven, Belgium.