Owen Cheung / AI engineering & data science
Research-minded. Built to be useful. AI Engineer at LexisNexis Risk Solutions, building human-governed workflows for fraud-model optimisation. Final-year Computer Science & AI student at the University of Bath.
Shared representations ↗
SIGNALS → REPRESENTATION Different signals, a shared representation. Conceptual illustration; not employer data or measured results. Making complex ideas work in the real world.
Bath, UK LexisNexis Risk Solutions University of Bath Research ↔ Engineering
01 / Jul 2025 — present Internal pilot · toward production
Making fraud-model workflows recoverable and reviewable.
A self-initiated agentic prototype, developed into a funded internal pilot with human review built in.
My contribution Initiated a working agentic prototype during my placement, then stayed on as a contractor to develop the funded internal pilot.
Read the case study ↗ Human-reviewed workflows ↗
01 02 03 NOTEBOOK RECOVER REVIEW PEOPLE STAY IN CONTROL Notebook → recoverable workflow → human review. Conceptual summary, not an internal architecture diagram. 02 / Jul 2025 — present In development
Practice that adapts to the way you type.
A typing application in development, with implemented adaptive AI drills and real-time analytics being developed.
My contribution Designing and building a React/Node.js typing application, including implemented AI-driven adaptive drills.
Read about TypeForge ↗ Adaptive practice ↗
P R A C T I S E NOTICE. ADAPT. PRACTISE. Keystrokes → areas to practise → adaptive drills. Conceptual view of adaptive practice, not a product screenshot. 03 / Oct 2024 — May 2025 Team project · pilot tested
Nutrition tracking, built by eight.
A micronutrient + wellbeing app built in a team of 8 on a real Scrum cadence; I owned recipe parsing and nutrition analysis.
My contribution Implemented recipe parsing and nutrition analysis across Django and Flutter, and helped coordinate sprint planning and stakeholder testing.
Read about Knowtrients ↗ Recipes into insights ↗
INGREDIENTS INTO INSIGHT Recipe → parsing → nutrition insights. Conceptual view of the described contribution. Aug 2026 — present · Contract
AI Engineer (Agentic AI) LexisNexis Risk Solutions
Human-governed fraud-model optimisation workflows; funded internal pilot building toward production.
Jul 2025 — Aug 2026 · Industrial placement
Data Scientist LexisNexis Risk Solutions
Transaction analysis, two fraud-model optimisations, self-supervised representation learning and an agentic working demo.