Sensing, decision systems, and manufacturing - engineered to evidence.

Artificial Olfaction

An 11‑sensor MEMS array - NO₂, ethanol, VOC, CO, smoke, formaldehyde, H₂S, ammonia, odor, methane, hydrogen - fused with time‑of‑flight and environmental sensing, driven by an ensemble of five transformer models with cross‑sensor attention. Consumable cartridge design at roughly $40 bill of materials. Built for industrial safety, quality assurance, and defense applications.

Anomaly Detection

A pseudobiological forager algorithm: a population of contextual‑bandit agents with evolutionary selection, each maintaining a counterfactual ledger. The core innovation is the Forager Gate - every real‑world action is gated by a Šidák‑corrected continuous hypothesis test. The system probes at minimum cost, accumulates evidence, and scales only when the statistical bar is cleared. The opposite of "train once, deploy blindly."

Composites & Autonomous Engineering

Invented the first production filament‑winding process for carbon fiber bicycle rims (Eurobike Award 2015), replacing manual layup with automated continuous‑tow winding. Pioneered lattice‑Boltzmann CFD for bicycle aerodynamics, and deployed a genetic‑algorithm‑driven CFD pipeline that autonomously converged on the Venn Var 77 rim profile - the first AI‑developed bicycle rim, manufactured and sold worldwide. Offered B2B as OEM technology through the Venn and Velocite brands.

NousVita

A free, privacy‑first healthspan intelligence platform. Cross‑checks supplements against medications using published interaction data and NIH LiverTox; every recommendation carries a transparent evidence grade. All user data stays on device - no account, no tracking, no data selling. Launched 2025 at nousvita.com.