A short biography, in case you're curious.

I build at the intersection of AI, blockchain and mobile. Today that means researching agentic, intent-based execution at Ask Gina - architecting cross-chain routing, building production evaluation and fine-tuning pipelines that benchmark 30+ LLMs across latency, cost and accuracy, and shipping the gamified leaderboard programme that drove our last leg of user and volume growth.

I joined UBS in 2021 through their Graduate Talent Programme and spent four years there, eventually as an Authorized Officer. I built FastAPI microservices for Nucleus, UBS's internal AI platform, including the multimodal document and image workflow on PyMuPDF and Tesseract that let employees interact with PDFs and images months before equivalent capabilities existed in OpenAI's API. I went on to lead AHA, integrating Credit Suisse SharePoint data into Nucleus, and shipped UBS Tokenizeend-to-end with a Rust backend, React frontend and Solidity contracts on zkSync Era. Earlier I rebuilt the backend of UBS's proprietary search engine (ARI) and led the team that delivered Cultural Connect for the Credit Suisse integration.

Alongside UBS I co-founded Own.fun (now Siya.zone) as CTO; the project was featured by Messari in their Monad ecosystem map. I left UBS in August 2025 to go all-in on Ask Gina after watching agents I'd built make more in a few hours than years of side-project app revenue.

I've shipped iOS apps (NeuraStride, Snooze Stories, Curry Bird), placed top 3 at the Monad NYC Hackathon with OwnPay, and spoken at the Monad Romania meetup and BlockHunters' Builders on Air. I'm a QMUL alum (First Class, BEng Computer Systems Engineering) and still based in London.