Applied AI Research, in the Wild
I work the seam between frontier research and production reality — taking state-of-the-art neural networks (LLMs, diffusion, Kolmogorov–Arnold networks, agentic systems) and putting them to work on novel business problems.
How I Work
I embed, own the outcome, transfer the knowledge. From research review to RAG pipeline to quantized edge deployment — research-grade rigor, production-ready outcomes. Cloud, fog, edge, or fully air-gapped.
What I am Looking At
Multilayer Perceptron and Kolmogorov–Arnold hybrid architectures, differentiable simulation, quantization at the limit, agentic workflows, and frontier-model deployment in places the cloud cannot reach. Three decades on the frontline of what is now called AI — from perceptrons in the early 1990s through today.