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FDA AI Guidance Explained: What It Means for Medical Device Cybersecurity
How does the FDA’s latest AI guidance on medical devices impact manufacturers and cybersecurity challenges in healthcare?
In this episode, Christian and Trevor discuss the latest FDA AI guidance and how it will impact real-world AI applications in healthcare.
Key points:
* The FDA’s new guidance on AI in medical devices, released in January 2025.
* Differences between artificial intelligence (AI) and machine learning (ML).
* Historical context of AI, including early examples like Microsoft’s Clippy.
* Potential risks of AI in healthcare, including data poisoning, model inversion, and evasion.
* Challenges of ensuring AI integrity, confidentiality, and availability.
* The concept of model bias and how it impacts diagnostic accuracy.
* Practical cybersecurity strategies for AI-enabled medical devices.
* Importance of ongoing post-market monitoring to address performance drift.
* Value of consulting cybersecurity experts early in the development lifecycle.
Chapters:
(02:52) AI’s Role in Healthcare
(05:50) Historical Context: From Clippy to ChatGPT
(08:15) Understanding AI Models and Training Data
(11:00) Risks: Data Poisoning and Hallucinations
(18:06) Mitigating Bias and Narrowing AI Applications
(23:39) Model Evasion and Performance Drift
(37:55) Securing AI Across the Product Lifecycle
Resources mentioned in this episode:
* The U.S. Food and Drug Administration 2025 AI Guidance: https://bit.ly/FDA-AI-medical-devices
The Med Device Cyber Podcast is brought to you by Blue Goat Cyber, cybersecurity professionals specializing in providing elite cyber solutions for medical devices. Learn more about securing your product and business from cyber-criminals by visiting https://bluegoatcyber.com
If you’re interested in our services or partnering with us, schedule a Discovery Session: https://meetings.hubspot.com/blue-goat-cyber/discovery-session
Christian Espinosa is the CEO and founder of Blue Goat Cyber. Trevor Slattery is the Chief Technology Officer / Director of MedTech Cybersecurity at Blue Goat Cyber.
Christian Espinosa on LinkedIn: https://www.linkedin.com/in/christianespinosa/
Blue Goat Cyber on LinkedIn: https://www.linkedin.com/company/blue-goat-cyber/
Blue Goat Cyber on Instagram: https://www.instagram.com/bluegoatcyber/
Blue Goat Cyber on Facebook: https://www.facebook.com/bluegoatcyber/
Blue Goat Cyber on YouTube: https://www.youtube.com/@BlueGoatCyber
Trevor Slattery on LinkedIn: https://www.linkedin.com/in/trevor-slattery-34852b1a9
Feedback? Questions? Contact: https://bluegoatcyber.com/contact/
Learn more about Christian Espinosa, buy his books, or invite him to speak on your stage: https://christianespinosa.com/
Christian Espinosa on YouTube: http://www.youtube.com/@ChristianEspinosaOfficial
The Med Device Cyber Podcast is your essential resource for medical device cybersecurity. Each episode we dive into the latest threats, solutions, and best practices to protect modern healthcare technology. Whether you're a provider, a manufacturer, or a cybersecurity professional, gain the knowledge to safeguard patient safety by subscribing to the Med Device Cyber Podcast.
Subscribe via Spotify: https://spoti.fi/3XX95g0
Subscribe via Apple Podcasts: https://apple.co/483OJ9I
Subscribe via YouTube: https://www.youtube.com/@BlueGoatCyber/podcasts
This episode was produced by Story On Media & Marketing: https://www.successwithstories.com
View all episodes
By Blue Goat CyberHow does the FDA’s latest AI guidance on medical devices impact manufacturers and cybersecurity challenges in healthcare?
In this episode, Christian and Trevor discuss the latest FDA AI guidance and how it will impact real-world AI applications in healthcare.
Key points:
* The FDA’s new guidance on AI in medical devices, released in January 2025.
* Differences between artificial intelligence (AI) and machine learning (ML).
* Historical context of AI, including early examples like Microsoft’s Clippy.
* Potential risks of AI in healthcare, including data poisoning, model inversion, and evasion.
* Challenges of ensuring AI integrity, confidentiality, and availability.
* The concept of model bias and how it impacts diagnostic accuracy.
* Practical cybersecurity strategies for AI-enabled medical devices.
* Importance of ongoing post-market monitoring to address performance drift.
* Value of consulting cybersecurity experts early in the development lifecycle.
Chapters:
(02:52) AI’s Role in Healthcare
(05:50) Historical Context: From Clippy to ChatGPT
(08:15) Understanding AI Models and Training Data
(11:00) Risks: Data Poisoning and Hallucinations
(18:06) Mitigating Bias and Narrowing AI Applications
(23:39) Model Evasion and Performance Drift
(37:55) Securing AI Across the Product Lifecycle
Resources mentioned in this episode:
* The U.S. Food and Drug Administration 2025 AI Guidance: https://bit.ly/FDA-AI-medical-devices
The Med Device Cyber Podcast is brought to you by Blue Goat Cyber, cybersecurity professionals specializing in providing elite cyber solutions for medical devices. Learn more about securing your product and business from cyber-criminals by visiting https://bluegoatcyber.com
If you’re interested in our services or partnering with us, schedule a Discovery Session: https://meetings.hubspot.com/blue-goat-cyber/discovery-session
Christian Espinosa is the CEO and founder of Blue Goat Cyber. Trevor Slattery is the Chief Technology Officer / Director of MedTech Cybersecurity at Blue Goat Cyber.
Christian Espinosa on LinkedIn: https://www.linkedin.com/in/christianespinosa/
Blue Goat Cyber on LinkedIn: https://www.linkedin.com/company/blue-goat-cyber/
Blue Goat Cyber on Instagram: https://www.instagram.com/bluegoatcyber/
Blue Goat Cyber on Facebook: https://www.facebook.com/bluegoatcyber/
Blue Goat Cyber on YouTube: https://www.youtube.com/@BlueGoatCyber
Trevor Slattery on LinkedIn: https://www.linkedin.com/in/trevor-slattery-34852b1a9
Feedback? Questions? Contact: https://bluegoatcyber.com/contact/
Learn more about Christian Espinosa, buy his books, or invite him to speak on your stage: https://christianespinosa.com/
Christian Espinosa on YouTube: http://www.youtube.com/@ChristianEspinosaOfficial
The Med Device Cyber Podcast is your essential resource for medical device cybersecurity. Each episode we dive into the latest threats, solutions, and best practices to protect modern healthcare technology. Whether you're a provider, a manufacturer, or a cybersecurity professional, gain the knowledge to safeguard patient safety by subscribing to the Med Device Cyber Podcast.
Subscribe via Spotify: https://spoti.fi/3XX95g0
Subscribe via Apple Podcasts: https://apple.co/483OJ9I
Subscribe via YouTube: https://www.youtube.com/@BlueGoatCyber/podcasts
This episode was produced by Story On Media & Marketing: https://www.successwithstories.com