I'm a designer and independent researcher working across computational design, urban simulation and the detailed stages of built projects. I trained at the Architectural Association's Design Research Laboratory, where my thesis Resilient Metropoles developed a bottom-up land-use simulation for climate-adaptive coastal cities. I've since extended that work with reinforcement learning, published on SSRN as Learned Developer Agents for Emergent Urban Form. At Zaha Hadid Architects and Foster + Partners I worked on complex geometry, landscape and hospitality packages for internationally published projects in Tashkent and Nashville. Before London, I worked on award-winning hospitality projects in India, including The Samai, Bhimtal. My focus now is bringing AI methods closer to real design and construction.