Projects
Research, software and applied AI: from original questions to systems that can be tested, reproduced and used.
Can company information reveal economic relationships and financial risk?
A quantitative-finance research programme connecting language-model representations, optimal transport and portfolio risk, with software for empirical tests, simulation and formal verification.
Methods: Optimal transport and Wasserstein geometry · Covariance and factor structure · Language-model representations · Reproducible research systems
Python · Lean 4 · LaTeX · Next.js
What happens when hidden financial relationships become public?
An empirical investigation of offshore entities, leaked disclosures, network structure, and market pricing, combining event studies, graph theory, and reproducible analysis.
Python · Jupyter · Econometrics · Graph theory
Search and recommendations that work from the first request.
A multimodal discovery platform connecting text and image understanding with product search and recommendations, including for visitors without interaction history.
Multimodal AI · Product discovery · Recommendation systems
Keep generated Markdown sections in sync with their source files.
A Python tool that keeps research documents connected to source files, queries and templates, with checks for stale content.
Python · Markdown · Jinja · Zensical
Explaining technical ideas without flattening them.
Presentations for research, industry, and leadership audiences on machine learning, quantitative methods, reproducibility, and organisational strategy.
HTML · Scientific communication · Data visualisation