portfolio/init
Machine Learning Researcher and Software Engineer focused on retrieval systems
I work on neural reranking, retrieval evaluation, and practical software that makes model behaviour easier to inspect and improve.
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Machine Learning Researcher and Software Engineer focused on retrieval systems
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Machine Learning Researcher at Revax, improving neural reranking for UK tax RAG. Open to new AI, ML, and software engineering positions.
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ai_path
python eval_reranker.py --slice hard_tax_queries
software_path
npm test && ship --target browser cloud
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ready for review, refactor, deployment
git_log --timeline
Imperial College London
09/2025 to 09/2026 expected
University of Glasgow
09/2021 to 07/2025
Revax
05/2026 to present
School of Computing Science, University of Glasgow
09/2024 to 06/2025
MESYI Technology Ltd.
06/2023 to 08/2023
role_router
python eval_reranker.py --slice hard_tax_queries
My current work is neural reranking for UK tax RAG. My research background covers adversarial attacks on ranking systems, BERT based question answering, and synthetic clinical label generation.
npm test && ship --target browser cloud
I have built web, mobile and desktop apps, browser extensions, and SaaS tooling. I care about clear permissions, data safety, CI, and interfaces that stay usable under real users.
selected_work
Selected work from retrieval research, applied ML, browser tooling, and full stack projects. The focus is on what was built, what was evaluated, and where the engineering judgement mattered.
grep --role [ai|software]
2026
Current ML research work at Revax, focused on improving the neural reranker behind a UK tax retrieval augmented generation workflow.
2025
AI for healthcare research on generating synthetic multi-label epilepsy datasets from a small set of clinical letters.
2024 to 2025
Research on how adversarial attacks affect neural and non-neural retrieval pipelines in search systems.
2023 to 2024
Chrome extension built in a University of Glasgow team project with Amazon.com, Inc. as client, combining a page indexer, markdown notebook, and to-do list.
Project page: Hawk - Page Indexer on the Chrome Web Store
2026
The site you are reading now. A fast static portfolio with a terminal inspired interface, client side section switching with horizontal slide animations, and a neural network background rendered on a canvas.
2026
Colourful tensor operation visuals for NumPy style arrays, built for notebooks, docs, and teaching shape transformations. The project has around 100 GitHub stars.
2024
Question answering project using WikiQA, set similarity methods, term frequency vectors, and BERT based context vectors.
2023
Mobile event registration app for a non-profit organisation supporting children with autism and their families.
2023
Recipe sharing web app where users could publish recipe blogs, rate posts, save favourites, and explore trends.
git_tag --wins
Competitions worth shipping for, and the teaching and leadership roles where the goal was making other engineers better.
Weekend builds that shipped, got pitched, and placed first.
Imperial College London
Project Wompoo, a family-oriented product that protects seniors from phone-call fraud. We built and pitched it over a weekend against more than 100 students from universities across the UK and Europe, including KCL, UCL, Oxford, Southampton, and ETH Zürich, gathered to shape the future of finance and technology.
Built with Thien Phu Nguyen Xuan, Elaine Xu, Jorin Riexinger, and Polina Markova.
Morgan Stanley
An autonomous tank agent built on a TCP API, an epsilon-greedy strategy, and a subsumption architecture, a simple behaviour hierarchy that let resource handling interrupt lower-priority actions as the game state changed.
Practical by design, it balanced exploration and exploitation rather than trying to be clever in every state.
Helping newer engineers find their footing.
Imperial College London
Represented the cohort to staff, surfacing student feedback and helping steer how the course was delivered.
University of Glasgow, School of Computing Science
Led two teams of new software engineers to design and build video games, guiding them from planning through implementation and delivery.
University of Glasgow, School of Computing Science
Mentored junior Computing Science students across two years, supporting their coursework, study habits, and engineering practice.
capability_map
open_channel --secure
Tell me what you are building, what is broken, or what role you are hiring for. A specific message beats a polished one.
$ pwd London, United Kingdom