601 - How Artificial Intelligence Is Influencing the Way Healthcare Software Is Built

Talking HealthTech35mApril 27, 2026

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AI-Generated Summary

In this episode of Talking Health Tech, host Peter Birch sits down with Sean Walker, CTO of Alcideon, to explore how artificial intelligence is transforming the development of healthcare software. Walker shares his personal journey of becoming deeply immersed in AI tools, describing it as an 'AI disease' that consumed his focus for weeks as he sought to integrate AI into Alcideon’s software development process. He emphasizes that AI is not replacing developers but acting as a force multiplier—enabling engineers to work faster, produce higher-quality code, and focus on complex, strategic tasks. Key applications include using AI for rapid prototyping, generating code, identifying edge cases in testing, and building specialized agents for specific workflows. Walker also discusses the importance of context engineering and agentic workflows in ensuring reliable, high-quality outputs. On the clinical side, Alcideon has launched Concept Detection, a feature registered as a Class I medical device by the TGA, which uses AI to suggest SNOMED CT codes in real time during clinical note-taking—improving data quality and enabling better analytics and patient outcomes. A central theme is the necessity of keeping humans in the loop to maintain trust, especially given AI’s tendency to be confidently wrong. The episode concludes with practical advice for developers: focus on mastering context engineering, agentic workflows, and building sophisticated projects to future-proof their skills in AI-driven healthcare software development.

Key Takeaways
1

AI is a force multiplier for healthcare software developers, enabling faster, higher-quality development when used strategically.

2

The most impactful AI use cases in healthcare software are not in clinical decision support but in accelerating the development process itself.

3

Context engineering and agentic workflows are critical skills for building reliable, high-performance AI systems in complex codebases.

4

Human-in-the-loop design is essential for maintaining trust and safety in AI applications, especially in regulated healthcare environments.

5

Registering AI-powered features as medical devices (like Alcideon’s Concept Detection) validates clinical utility and ensures regulatory compliance.

…and 2 more takeaways available in PodZeus

Chapters
0:00
2 min

Welcome & Newsletter Intro

Peter Birch introduces the Talking Health Tech podcast and invites listeners to join the weekly newsletter for updates on health tech news, events, and job opportunities.

1:45
3 min

Introducing Sean Walker & Alcideon's Vision

Peter welcomes Sean Walker, CTO of Alcideon, who explains his role in guiding the company’s technology strategy and platform development with a focus on scalability, security, and real-time clinical data flow.

5:00
5 min

The Foundation of AI-Ready Platform Architecture

Walker emphasizes the importance of building a robust, cloud-native platform from the ground up—using Maya Precision as a case study—to support future AI integration and scalability across large healthcare systems.

10:00
7 min

Sean's Personal AI Transformation Journey

I couldn't sleep. I almost couldn't eat for a while. I was just like, I would work 18 hours a day... My daughter told me I had a disease. She's just like, Dad, you got the AI disease.

Highlight
17:00
8 min

AI as a Developer's Co-Pilot: From Prototyping to Code Generation

It's about having essentially additional engineers working with you... that ability to start enabling your vision to become in a much quicker manner.

Highlight
High-Impact Quotes
You can't say, hey, go do it because you're going to get garbage. You've got to do all of those exact same things to get the outcome you want.
Sean Walker34:11
Viral: 90.0
We take the approach right now of human always in the loop... it's really about assistive technologies to maybe augment the data, to make the information better.
Sean Walker29:08
Viral: 88.0
I couldn't sleep. I almost couldn't eat for a while. I was just like, I would work 18 hours a day... My daughter told me I had a disease. She's just like, Dad, you got the AI disease.
Sean Walker15:53
Viral: 85.0
Speakers

Host

Peter Birch

Guest

Sean Walker
Topics Discussed
AI in Software Development95%Human-in-the-Loop AI92%Developer Productivity with AI90%Platform Architecture for Healthcare90%AI Trust and Safety in Healthcare89%Agentic Workflows and AI Agents88%Medical Device Regulation for AI87%Context Engineering in AI85%
People & Brands

Alcideon

organization

15xPositive

Sean Walker

person

12xPositive

Peter Birch

person

10xPositive

Maya Precision

product

8xPositive

Talking Health Tech

media

8xPositive

Concept Detection

other

5xPositive

THT+

other

4xPositive

SNOMED CT

other

4xNeutral

TGA

organization

3xNeutral

Google

organization

2xNeutral

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