If healthcare AI is truly evolving, why are there still gaps between what technology can do and what healthcare organizations are actually doing? These gaps aren't just inefficiencies. They're creating real clinical risks that directly impact patient outcomes.

This year-end roundtable brings together three healthcare AI experts—Dr. Harvey Castro, Dr. Junaid Kalia, and Edward Marx—following their appearance at AIMed 2025 to share their key takeaways from deploying AI in the messy reality of hospital systems. They synthesize insights across policy, culture, and implementation: how cost disruption reshapes hospital innovation budgets, what Singapore's mandatory retraining model signals about workforce transformation, and where CMS guidelines create strategic inflection points for health systems. They demonstrate what continuous collaborative learning looks like in practice: completing advanced certifications, testing tools hands-on in their own workflows, and building AI systems for acute care environments.

Whether you're a clinician evaluating AI tools for your practice, an executive planning institutional strategy, or a founder building healthcare AI solutions, this episode helps you separate signal from noise and position yourself strategically in this transformation.

What You Will Discover:

- Introduction & ABIM Course Discussion

- Ed's 3 Key Learnings for AI-Driven Transformation

- Harvey's 3 Takeaways: Martec's Law & The Culture Problem

- Junaid's 3 Lessons from Building AI Solutions

- Why Nurses Are Being Left Behind in AI Adoption

- Deep Seek Impact: How AI Costs Dropped 99%

- Who Should Pay for AI? Government vs. Private Investment

- Singapore's Approach: Mandatory AI Retraining Policy

Referenced in the show:

🖇️ “2025 Agenda: Advancing Healthcare with Expert-Led AI” – https://aimed.swoogo.com/aimed25/8350420

Connect with us:

Dr. Junaid Kalia, Neurocritical Care Specialist and Founder of Savelife.AI™

💼LinkedIn - https://www.linkedin.com/in/junaidkaliamd

🔗Website - https://www.junaidkalia.com/

📹YouTube - https://www.youtube.com/@junaidkaliamd

Dr. Harvey Castro, ER Physician, #DrGPT™

💼LinkedIn - https://www.linkedin.com/in/harveycastromd/

🔗Website - https://www.harveycastromd.com/

📷Instagram - https://www.instagram.com/harveycastromd/?hl=en

Edward Marx, CEO, Advisor

💼LinkedIn - https://www.linkedin.com/in/edwardmarx/

🔗Website - https://www.marxadvisory.com/

📹YouTube - https://www.youtube.com/@EdwardMarx

Visit our website:

https://signalandsymptoms.com/

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