// selected work
Portfolio
Selected projects spanning LLMs and generative AI, through wide-ranging data science, to bespoke application development and embedded systems.
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Creative Industries / Mixed Reality
Mixed-Reality Interactions
Introspect — a mixed-reality installation accompanying live performance, where AI watches the audience and grows the virtual scene in real time in response.
Client ProjectCollaborationResearch -
Railway Infrastructure / Fibre-optic Sensing
Distributed Acoustic Sensing
Consultancy and development for a DAS-based sensor package that interprets acoustic signals from fibre-optic cables to monitor railway infrastructure across many kilometres of track.
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Robotics / Embodied AI
Dog-Bot Quadruped Robot
A lightweight, agile quadruped robot platform built for in-house research into embodied AI — how AI systems perceive, interact with and navigate the real world. It was later offered as a product under the React Robotics brand, aimed at fellow AI researchers.
In-House ProjectProductResearch -
Connected & Autonomous Vehicles
Connected and Autonomous Vehicles
React AI was the AI specialist in a multi-partner consortium — the three-year, £5m Flourish programme — developing technology for connected and autonomous vehicles at both vehicle and traffic-network levels.
CollaborationResearch -
Biotechnology / Lab Automation
Automated PCR Results
An AI-driven solution to automate classification of PCR fluorescence curves, cutting manual interpretation from around 24 hours of work to about an hour.
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Quantum Sensing / Gas Detection
Quantum Lidar Gas Detection
Refined and deployed detection algorithms and flow-rate calculations onto a proprietary Quantum Gas Lidar device using single-photon detection to monitor gas density and lidar distance simultaneously, with supporting software for sensor processing, remote logging and device access.
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Industrial Control / Composite Manufacturing
Industrial Systems Control
Designed and implemented control systems for two advanced composite fibre-alignment technologies, delivered remotely during the 2020 lockdown.
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Transport / Real-time Analytics
Live Tube Train Monitoring
A cloud-based analytics engine that turned prototype instrumentation on Victoria Line Underground trains into live and historical insight, exposed through an API for web visualisation.
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Industrial Sensing / Flow Measurement
Ultrasonic Flow Monitoring
A three-year partnership developing non-intrusive ultrasonic flow-rate monitoring, where data analysis showed state-of-the-art accuracy was achievable by fusing ultrasonic and accelerometer data with neural networks.
Client ProjectResearch -
Sensing Materials / Data Science
Gas Detection — Gaussian Process Models
Interpreting reaction-signature data from precisely doped reactive materials, using Gaussian process models and neural networks to find the doping levels that give the best detection accuracy.
Client ProjectResearch -
Utilities / Acoustic Classification
Water Pipe Leak Detection
Working as embedded members of a client's data-science team to classify water-leak acoustic signals from hydrophones — distinguishing leak size, flow rate, pipe size and material from noisy, pressure-dependent sound.
Client Project