Thought Stream

13 articles • Exploring AI, medicine & technology

Part 6: GP Journey with Heidi AI - Lessons and Future
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7 min read

Part 6: GP Journey with Heidi AI - Lessons and Future

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.

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Part 5: GP Journey with Heidi AI - Roadmap to Go-Live
5 min read

Part 5: GP Journey with Heidi AI - Roadmap to Go-Live

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.

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When Scrollytelling Breaks Mobile: A CSS Transform Detective Story
9 min read

When Scrollytelling Breaks Mobile: A CSS Transform Detective Story

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.

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Agents vs Humans: When AI Assistants Save the Day (And When They Don't)
9 min read

Agents vs Humans: When AI Assistants Save the Day (And When They Don't)

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.

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Part 4: GP Journey with Heidi AI - The MHRA Bomb
5 min read

Part 4: GP Journey with Heidi AI - The MHRA Bomb

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.

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Part 3: GP Journey with Heidi AI - Data and DPIAs
8 min read

Part 3: GP Journey with Heidi AI - Data and DPIAs

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.

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Part 5: Building PhysicianTechnologist - Twitter/X Thread Automation That Actually Works
9 min read

Part 5: Building PhysicianTechnologist - Twitter/X Thread Automation That Actually Works

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.

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Part 4: Building PhysicianTechnologist - Deployment and Future Vision
8 min read

Part 4: Building PhysicianTechnologist - Deployment and Future Vision

From localhost:3000 to production: The reality of shipping an over-engineered blog. Lessons learned and the roadmap ahead.

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Part 2: GP Journey with Heidi AI - Navigating DCB0160
5 min read

Part 2: GP Journey with Heidi AI - Navigating DCB0160

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).

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Part 3: Building PhysicianTechnologist - Claude Code Acceleration
7 min read

Part 3: Building PhysicianTechnologist - Claude Code Acceleration

The reality of AI pair programming: 10x speed with occasional detours into complexity. How Claude Code transformed development workflow.

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Part 1: GP Journey with Heidi AI - The Starting Line
6 min read

Part 1: GP Journey with Heidi AI - The Starting Line

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.

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Part 2: Building PhysicianTechnologist - Architecture and Database Design
6 min read

Part 2: Building PhysicianTechnologist - Architecture and Database Design

When your "simple blog" becomes a distributed system with vector search. The over-engineering hall of fame and architecture decisions that actually paid off.

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Part 1: Building PhysicianTechnologist - Discovery and Initial Learning
6 min read

Part 1: Building PhysicianTechnologist - Discovery and Initial Learning

A developer's journey from idea to production with AI pair programming. How a simple blog became a full-featured CMS with Claude Code.

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Now(What I'm focused on)

Dec 2024 - Present

Suna Health

Building next-generation, AI-native wearable for preventative and precision medicine.

Can't share more yet, but it's exciting!

Aug 2023 - Present

GP Resident, NHS

Primary Care, Critical Care, and Emergency Medicine. Balancing clinical duties with healthtech innovation.

Primary Care
Critical Care
Emergency Medicine
Ongoing

Current Learning

MSc at Queen Mary University of London. Deep diving into LLMs for clinical decision support.

Open to:Advisory • Speaking • Collaboration

Journey(Key milestones)

Doctor of Medicine

Cerrahpaşa Faculty of Medicine

medical

NHS Journey Begins

Emergency Medicine & ICU

medical

Research Fellow

Institute of Human Health and Performance at UCL

hybrid

GP Resident

NHS with Critical Care focus

medical

Suna Health

Currently in stealth mode - AI-Native Wearable

tech

IGNITE

Cambridge Judge Business School

tech

Senior Clinical Fellow

Critical Care & Anaesthetics

medical

Stack(Knowledge & tools)

Medical Expertise

Emergency Medicine
Critical Care
General Practice
Clinical Safety
Preventative Medicine
Trauma Medicine

Technical Skills

TypeScript
React
Next.js
Python
LLMs
PostgreSQL
Docker
Node.js
TailwindCSS
Git
REST APIs

Domain Focus

AI in Healthcare
Digital Clinical Safety
Healthtech Innovation
Precision Medicine
Wearable Technology
Clinical Decision Support
Medical AI Ethics
Preventative Healthcare Tech

Credentials & Certifications

IGNITE Programme - Cambridge Judge Business School '25
GMC Registered with licence to practise (7831521)
Advanced Life Support Instructor - Resuscitation Council UK
ePALS Provider
ATLS Provider