Physician. Technologist. Builder.
Building next-generation, AI-native wearable for preventative and precision medicine.
Primary Care, Critical Care, and Emergency Medicine. Balancing clinical duties with healthtech innovation.
MSc at Queen Mary University of London. Deep diving into LLMs for clinical decision support.
Cerrahpaşa Faculty of Medicine
Emergency Medicine & ICU
Institute of Human Health and Performance at UCL
NHS with Critical Care focus
AI-native wearable for preventative and precision medicine
Cambridge Judge Business School
Critical Care & Anaesthetics
I had 47 daily notes, 23 meeting logs, and 3,000 half-formed thoughts scattered across markdown files. The answer was in there somewhere. I just couldn't find it. Until Claude Code showed me patterns I didn't know existed in my own thinking.
August 2025: Looking back from that optimistic March morning to the humid July evening when we achieved go-live, this final chapter shares the true costs, barriers overcome, and a practical roadmap for the future of AI in NHS primary care.
July 2025: The final push required every ounce of determination. From AI clinic sessions to achieving CATR sign-off, this is the detailed roadmap of piloting, training, and finally going live with AI scribes in NHS primary care.
We built a beautiful scrollytelling experience with parallax effects and dynamic headers. It was perfect on desktop. Then came the message: "The header isn't showing on my iPhone." This is the story of a three-day debugging journey into CSS stacking contexts.
Picture this: It's 11pm on a Tuesday. I've been debugging a mobile header for three days. Then an AI agent solves it in 12 minutes. This is the story of building PhysicianTechnologist with Claude, discovering when agents excel, when they fail spectacularly, and how collaboration shaped everything.
9 June 2025: The day NHS England's enforcement hammer fell. Our carefully planned digital transformation, six months in the making, was dead in the water overnight. This is the story of regulatory disruption and the harsh reality of 'seamless' healthcare integration.
May 2025 brought the most eye-opening exercise of my career in data protection. Working through Steve Durbin's comprehensive Data Protection Impact Assessment (DPIA) template revealed the complex web of processors, the Article 28 nightmare, and the harsh reality of liability in AI healthcare.
The frustrating journey from 'Post Now' button that did nothing to a fully functional Twitter/X thread publisher. Database mismatches, API permissions, and why you shouldn't test post to Twitter at 2am.
From localhost:3000 to production: The reality of shipping an over-engineered blog. Lessons learned and the roadmap ahead.
April 2025 brought a fundamental shift in how we needed to think about digital safety in primary care. This deep dive into DCB0160 compliance reveals the reality of implementing clinical risk management from scratch, with support from North Central London Integrated Care Board's (NCL ICB) Clinical Safety Officers (CSOs).
The reality of AI pair programming: 10x speed with occasional detours into complexity. How Claude Code transformed development workflow.
It's March 2025. Standing in my North Central London practice, drowning in my administrative burden, I made a decision that would reveal just how unprepared our healthcare system is for the AI revolution. This is the story of implementing AI scribes in the regulatory vacuum of early 2025.
When your "simple blog" becomes a distributed system with vector search. The over-engineering hall of fame and architecture decisions that actually paid off.
A developer's journey from idea to production with AI pair programming. How a simple blog became a full-featured CMS with Claude Code.