I train models, break things, and ship what works.
From fine-tuning video restoration models on A100 HPC to shipping a collaborative AI canvas used in production. I have experience across the whole stack.
My edge is combining ML research depth with product execution and clear communication. I execute quickly, take ownership, and stay reliable under ambiguity and tight deadlines.
Best projects
Low-light video denoising research. Currently under review at IEEE ICME as second author. Beating previous SOTA with 29.22 dB PSNR and 0.863 SSIM on BVI-RLV with bidirectional warping and adaptive occlusion masking.
Python | PyTorch | PTLFlow | RAFT
End-to-end venture strategy for a carbon-credit supply chain business — cross-functional team.
Market research | Financial modelling | User interviews | Prioritisation frameworks
Work Experience
Jun-Jul 2025
Visual Computing Research Intern
Bristol Vision Institute
Fine-tuned RAFT/DPFlow on SLURM-scheduled A100 HPC, re-engineered the CNN-RNN recurrent loop for bidirectional warping, and reached 29.22 dB PSNR, 0.863 SSIM, and 0.334 LPIPS on BVI-RLV.
Sep 2023-Apr 2025
Teaching Assistant
University of Bristol
Led weekly lab sessions, debugged student code, and graded coursework for up to 200 undergraduates across Linear Algebra, C, Discrete Mathematics, and Data Science.
Jul-Sep 2024
Software Engineer Intern
Scribblepad Press
Rebuilt the marketing site, implemented technical SEO and Core Web Vitals fixes, and set up analytics — increased organic traffic by 119%.
Education
MEng Computer Science with Innovation
University of Bristol
2022-2026
First Class (current average 81%). Modules: Data Science (92%), Machine Learning (87%), Linear Algebra (82%), Computer Vision (78%).
A Levels
Balcarras Academy
2020-2022
4 A*s in CS, Mathematics, Physics, and EPQ. Awards: UKMT Silver five consecutive years, Grey Kangaroo Qualifier.
Essays
My Philosophy
- The Trap of Low Leverage — Leverage is multiplicative; desperation repels the opportunities that would end it.
- F*** Consultants, Make a Cult — Why resource-constrained startups should build culture and first-principles ops instead of hiring consultants.
- How to Escape the Permanent Underclass — As AI collapses labour value, asset ownership is the only viable hedge before AGI reshapes the economy.
- The Actions of the Solipsist — If even a solipsist would do it, you have no excuse not to.
Reports
- Contrarian Leadership — A case against consensus-driven decisions and for low-consensus, high-conviction leadership.
- BECCS Supply Chain Report — Commercial feasibility analysis for a carbon-credit supply chain venture, covering policy risk, buyer demand, and unit economics.
- GCP AI Marketing Strategy — Go-to-market plan for Google Cloud AI services, developed as part of a competitive analysis project.