Chapter 01

01 · Systems

Fitting the latest AI
to the real world

Candide · AI Transformation Specialist · 2026–Present

Turning manual processes into Power Automate pipelines; contributing to data-infrastructure restructuring and BigQuery migration; prototyping AI applications and forecasting; deploying an internal AI training programme.

02 · Scale

Quantitative systems,
precise and at scale.

G-Research · Research Engineering Intern · 2025

1B+ rows2–3 TiB daily95% less persistent storage

Python GPU flows processed correlation statistics across international trading venues and stocks, with monitoring for anomalies and P&L reliability.

University of St AndrewsBSc (Hons) Mathematics & Computer ScienceFirst Class · 2026

03 · Stable Diffusion

Test what happens
when models feed themselves.

Joint Honours Thesis · Model Collapse in DDPM Models

Designed experiments around Markov chains, Gaussian noise and recursive synthetic training to examine model performance and output quality.

Read my thesis

04 · Transfer

One method.
Three domains.

Legal dataJina AI API → NLP pipelineQMIND · 2024–25
Biochemical researchPython + Snakemake → ~45% less manual inputStARIS · 2024
Constraint programmingPermutation Problem → live visualisationVIP / ConjureOxide · 2023–24

05 · Leadership

Align people
and constraints.

The Roosevelt Group · President · 2025–26

Led a student think tank across diverse backgrounds and political alignments, publishing the New Annales Journal and increasing the recruitment rate by 40%.

Fingask Festival · Chief Financial Officer · 2026

Managed finance across digital, creative, entertainment and logistics, including responsibility for the charity branch and OSCR regulation.

06 · Contact

Let’s put the signal
to work.

CV evidence