The work / 03 projects
Selected workexplorations. From human-governed AI to the small details of everyday software. The context, my contribution, and what the evidence actually says.
01 / Jul 2025 — present Internal pilot · toward production
From an idea to an end-to-end demonstration.
Architecture, an end-to-end demo and senior-stakeholder communication. A self-initiated idea progressing into a funded internal pilot.
My contribution Architected a solution designed for organisation-wide use, built an end-to-end demonstration, and presented its concept, value and scaling approach to senior stakeholders. Retained after placement 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 — Aug 2026 Industrial placement
Understanding fraud through data and representation.
Fraud-model optimisation, financial-data analysis and research into self-supervised representations during my industrial placement.
My contribution Completed two fraud-model optimisations and analysed large-scale financial data. Researched self-supervised representations alongside practical modelling work.
Read the case study ↗ Features into representations ↗
FEATURES REPRESENTATION EVALUATION A CONCEPTUAL MODELLING PROCESS Features → representation → evaluation. Conceptual process illustration; not employer data or measured results. 03 / 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 ↗ Try the public demo ↗ 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.