AI systems builder, founder, and operations leader.
At Virtu Prep, I build and deploy agent harnesses, adapted models, and speech systems while leading product delivery and company operations.
A model can propose an action. The surrounding system has to establish context, check authority, validate the request, and decide what may actually run. I designed, built, and deployed that application-specific harness in Virtu Prep.
Read the case studyA teacher-student speech pipeline: audio generated by a teacher model, a verified training corpus, Piper/VITS student training, ONNX export, and held-out listening comparisons. The resulting student voice is deployed in Virtu Prep.
Read the case studySupervised fine-tuning, held-out comparisons, adversarial checks, and evaluation-instrument repairs. Selected adapted models and application configurations are deployed in Virtu Prep.
Read the case studyFounder & Chief Executive Officer
Built and led a 19-person product organization. Company planning, budgets, hiring, and cross-functional delivery, with hands-on involvement in the product and AI systems.
ResponsibilitiesChief of Staff, Chief Operating Officer & Chief Investment Officer
Operating structure, investment processes, portfolio reporting, and executive decision support across an international family office and private equity organization.
ResponsibilitiesNovus Partners, Caufex & Panafex
Financial analysis, exchange operations, and international market development across institutional finance and financial technology.
ResponsibilitiesIndependent book and interdisciplinary research synthesis, second edition, 2026.
It is an institutional argument and synthesis, not original experimental neuroscience or a peer-reviewed scientific monograph.
Read about the bookPublished open specification for keeping observations, derived measures, inferences, validation, and capability claims inspectable.
The protocol is public and inspectable; implementation, adoption, and validation are separate claims.
Read the protocol