Building agentic AI systems that multiply organisational effectiveness and accelerate decision-making at the highest levels of UK Government
I'm Head of Business Modelling (Data Scientist) at the UK's Office for Investment, where I lead on building advanced tools and systems to provide insights and tools for government officials to attract foreign investment and grow the UK economy.
Extract (I.AI): Built a multimodal AI pipeline using Gemini that converts planning documents to structured data in 40 seconds—down from 2 hours manually. Launched nationally by the Prime Minister with backing from Demis Hassabis.
Before government, I completed my PhD in Electronic Engineering at the University of Warwick, bridging fluid dynamics, semiconductor physics, and machine learning to create novel GaN-based sensors for harsh environments. I've consistently thrived at the intersection of disciplines—whether designing MEMS sensors, optimizing 200M-row data pipelines, or deploying frontier AI in politically sensitive domains.
AI systems, research tools, and applications spanning government innovation, microsensors, and policy analysis
Agentic tool that builds company based briefings using propriatary and external sources.
Agentic AI • ProductionAI-powered planning document digitization tool combining image processing, segmentation models, and Gemini's multimodal capabilities. Converts semi-structured documents to geolocated polygons in 40s. Launched by PM at London Tech Week 2025.
Multimodal AI • I.AITopic modeling module for major project delivery efficiency. Reduced project review time from 3 weeks to 2 hours using LLM-based document analysis and clustering.
NLP • I.AIPhD research developing Gallium Nitride pressure, flow, and thermal conductivity sensors for harsh environments. Neural network inference using TensorFlow achieving state-of-the-art performance.
Research • Hardware-MLOptimized 200 million-row regression model computation from 2 months to 6 hours through code optimization and data warehousing improvements. Enabled timely policy input.
Data EngineeringPredicted muscle activation under different shoe geometries using OpenSim simulations. Validated with NHS gait lab experiments to accelerate orthotics appointments.
Biomedical MLThoughts on AI engineering, agentic systems, and deploying frontier models in production
Behind the scenes of Extract: Technical challenges, prompt optimization strategies, and what it takes to launch a Gemini-powered tool nationally.
How asynchronous batching and prompt tuning reduced our consultation analyzer's inference costs while maintaining quality and enabling department-wide deployment.
Interested in AI engineering, agentic systems, or frontier model deployment?