See how I think.
03 / After the consultation
The summarising agent
A patient chart, nine days long. An agent offers to read it for you.
Synthetic patient and chart, written to illustrate failure modes. Not a real record.
Medical Doctor · Clinical AI Architecture · Safety · Governance
I turn complex clinical knowledge into safer, governable AI systems.
Applying rigorous standards to support AI implementation in healthcare. Helping healthcare organisations understand and demystify how they make decisions, to allow effective and safe AI implementation. Providing support and learning to clinicians working with AI.
Selected work / Designed & built by me
Clinical questions.
Working answers.
Explore how I teach clinical AI safety and build tools that keep the evidence in view.
01 / Clinical AI Safety
A fluent answer.
A different record.
An interactive curriculum for recognising AI failures and turning them into practical safety questions.
Source record · fictional
“The ward booked a follow-up chest radiograph for six weeks before she left.”
Simulated summary
“Follow-up chest radiograph to be arranged by the GP.”
What changed: the action, the owner, or both?
14-module plan · 5 developed modulesExplore the project
02 / Prism
The activity.
And everything around it.
A working assessment prototype connecting original words, useful questions and a draft you can inspect.
“I go to the corner shop.”
Before
Daughter comes along
During
Stops at the bench
After
Sits for half an hour
Original sources Human review
Independent prototype · Fictional casesTry Prism
Page 3 is open. The chart is waiting.
- BeforePatient-facing triageGo
- DuringAmbient scribe evidenceGo
- AfterSummarising agentOpen
01 /What I do
Four connected practices.
Understand your decisions. Govern your AI. Own your Alpha.
Clinical and knowledge architecture
Map how decisions are made and turn clinical reasoning into structures that teams and AI systems can use.
Clinical-AI safety and governance
Define intended use, hazards, controls, provenance, uncertainty, oversight and evaluation.
Digital clinical safety
Safety-management planning, hazard logs, incident processes and deployment gates for clinical digital systems — built on NHS digital clinical-safety training.
Product strategy and delivery
Move from clinical problem through discovery, architecture, implementation, evidence and adoption.
02 /Research
Patented thinking, honestly framed.
Co-inventor of a published UK patent application for a medical-imaging method: reconstructing three-dimensional vascular anatomy from two-dimensional ultrasound. My contribution spanned the initial concept, system and research architecture, methodology, model deployment and synthetic-data production.
A clean-room technical demonstration built entirely on synthetic and public data is in development for the Laboratory section of this site.
- UK application
- GB2416877.5
- UK publication
- GB2702377A
Clinical research · Pilot
The VividGen pilot
A University of Southampton and VividGen Ltd pilot, run entirely on synthetic data. Parametric vessels were cut into simulated ultrasound frames, a segmentation network was trained on those frames, and each held-out vessel was rebuilt in 3D and scored against the vessel it came from — once from clean frames and once from speckled ones.
Reading the pilot repository…
03 /Availability
Selected opportunities.
Available for selected employment, advisory and collaboration opportunities in clinical-AI strategy, product architecture, synthetic evaluation, safety and governance.