How AI Code Security Became a Medical Device Problem with Jun Xiang Tan episode artwork

EPISODE · Feb 19, 2026 · 37 MIN

How AI Code Security Became a Medical Device Problem with Jun Xiang Tan

from The Med Device Cyber Podcast

Ten years ago, Singapore's healthcare system got hacked. Patient records were stolen at a national scale. The government responded by building one of the most comprehensive medical device security frameworks in the world.The Cybersecurity Labeling Scheme has four tiers. Level one means basic security controls exist. Level four means the device underwent independent code review, has advanced threat detection, and maintains continuous vulnerability management. Hospitals can see exactly what level of security they're getting before they buy.Jun Xiang from CareHero explains why this matters, especially now that AI is showing up in medical devices without proper testing. He covers adversarial attacks on medical images, why doctors are uploading patient data to ChatGPT, and what automation bias does to clinical decision making.Practical conversation about medical device security in Southeast Asia and what manufacturers need to know about Singapore's approach.Episode Breakdown:00:01 Welcome00:31 Background01:09 Military service03:09 AI threats03:45 23% problem04:40 X-rays ChatGPT05:43 Attacks08:15 Poisoning11:30 Hallucinations14:20 AI code17:45 Vulnerabilities20:30 Pair programming23:15 Guardrails26:40 Automation bias28:50 AI scribes31:20 Dialects34:05 Pre-triage36:32 Pricing37:25 Pair programmer37:40 Human interpretationThe Med Device Cyber Podcast is brought to you by Blue Goat Cyber, cybersecurity experts providing essential security solutions for the medical device industry.Learn more by visiting https://bluegoatcyber.comIf you're interested in our services or partnering with us, schedule a Discovery Session: https://meetings.hubspot.com/blue-goat-cyber/discovery-sessionChristian Espinosa is the CEO and Founder of Blue Goat Cyber.Trevor Slattery is the Chief Operating Officer 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/?sub_confirmation=1

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How AI Code Security Became a Medical Device Problem with Jun Xiang Tan

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This episode was published on February 19, 2026.

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Ten years ago, Singapore's healthcare system got hacked. Patient records were stolen at a national scale. The government responded by building one of the most comprehensive medical device security frameworks in the world.The Cybersecurity Labeling...

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