The 'Med AI' Capsule Podcast by Dr Avneesh Khare

In this episode of The Med AI Capsule , we explore how AI in healthcare is evolving from passive chatbots to autonomous agents that can execute entire clinical workflows. We break down how these systems work, where they add value in reducing cognitive load, and why clinicians must shift from evaluating outputs to auditing workflows—while maintaining strict oversight to prevent hidden, compounding...

In this episode of The Med AI Capsule , we unpack multimodal AI through a simple walkthrough of how modern AI systems can integrate multiple types of clinical data—imaging, labs, EHR records, signals, and clinical notes—to build a more complete understanding of a patient. We explore why traditional single-data AI systems hit a “context ceiling", how multimodal models translate diverse inputs into...

In this episode of The Med AI Capsule , we break down federated learning through a simple, conversational walkthrough of how hospitals can collaboratively train AI models without ever sharing patient data. The discussion covers why this matters for privacy, how the workflow actually operates in practice, the safeguards needed to prevent information leakage, and the real-world limitations that stil...

In this episode of The Med AI Capsule , we decode RAG—how it connects AI to evidence. Instead of relying on training data alone, RAG retrieves current clinical guidelines and research before answering. We explore why this matters for clinical reliability and what still requires human judgment. Note: This audio podcast is an extension of The Med AI Capsule newsletter by Dr Avneesh Khare . You can e...

In this episode of The Med AI Capsule , we look at how medicine is racing ahead and why explainable AI has become the central requirement for safe adoption. We unpack how tools like heat maps, SHAP scores, and rule extraction pull back the curtain on complex models and why these explanations are only clues about the model’s logic, not biological truth. The goal is simple: build systems clinicians...

In this episode of The Med AI Capsule , we explore how AI is moving from pilot to practice—redefining diagnostics, clinical workflows, and critical care. We begin with OpenAI’s clinical copilot, which cut diagnostic errors in a study with Penda Health and showed real-world gains in patient safety and clinician trust. Next, we spotlight GE HealthCare’s dominance in FDA approvals and Mayo Clinic’s b...

In this episode of The Med AI Capsule , we dive into how AI is transforming diagnosis, medical education, and specialist workflows. We look at Microsoft’s new MAI-DxO benchmark, designed to evaluate clinical reasoning under cost constraints—offering a fresh lens on diagnostic AI in high-stakes settings. We also cover Mayo Clinic’s StateViewer, an AI tool that classifies nine dementia types with a...

In this episode of The Med AI Capsule , we explore the expanding role of AI in clinical realism, global strategy, and interprofessional education. We unpack OpenAI’s launch of HealthBench—an open-source benchmark built by physicians to assess how large language models perform in nuanced, decision-heavy clinical conversations. We also examine global initiatives reshaping healthcare infrastructure:...

In this episode of The Med AI Capsule , we dive into the evolving landscape of AI in healthcare—where oversight, education, and innovation converge. From CHAI’s bold move to fill post-deployment monitoring gaps left by the FDA to datathons empowering medical students with real-world AI skills, we explore how governance and grassroots learning are shaping the future of medicine. We also spotlight e...

In this episode, we embark on an extensive exploration of AI's profound impact on healthcare. From the latest FDA guidelines on AI-enabled medical devices to innovative practices at the Mayo Clinic and beyond, we uncover how AI is not only enhancing diagnostic precision but also revolutionising patient care. We delve into the ethical considerations that accompany these advancements and discuss rea...

In this episode, we take a deep dive into how artificial intelligence is revolutionizing healthcare. From reducing paperwork and empowering doctors to developing life-saving innovations, AI is reshaping the landscape of medicine. We discuss groundbreaking research, inspiring projects like the ‘Sound Keepers’ initiative, and the ethical considerations that come with such transformative technology....

🔍 Bringing AI Bias into the Spotlight: A Candid Conversation with Dr. Jaideep Rayapudi, M.D. 🎙️ 🚀 This week, amidst the whirlwind of technological advancements, we dove deep into a discussion that sits at the core of both human cognition and artificial intelligence: Bias. 🤖 We explored how biases in AI models reflect our own prejudices. A simple experiment with generative AI for image generatio...

🌐 How Can We Effectively Blend & Strategically Integrate AI in Medicine? - A Candid Conversation with Dr. Jaideep Rayapudi, M.D. 🚀✨ 🌟 Highlights: - Unraveling the complex tapestry of medicine: complicated vs. complex 🌐 - Embracing step-by-step innovation over the all-or-none approach 🪜 - The transformative potential of AI and digital innovation in medicine 💡🤖 - The critical balance between...

🌐 Digital Health & The Digital Divide: A Candid Conversation with Dr. Jaideep Rayapudi, M.D. 🚀✨ 🌟 Highlights: - The reality of the digital divide in healthcare - Moving beyond 'pseudo-digital' approaches - The journey from analog to fully digital healthcare solutions - The importance of mindset change among healthcare professionals👩‍⚕️👨‍⚕️ Whether you're a healthcare provider, a digital heal...

Dr Jaideep Rayapudi, M.D. and I dive deep into this topic in our latest video! 🎥✨ From starting as technology consumers to becoming developers, we share a roadmap for professionals in medicine and beyond.🌟 Highlights:- Building strong foundations in emerging digital technologies- The importance of continuous learning- Networking: Your key to a multidisciplinary approach- Leveraging no-code tool...

In my recent conversation with Dr. Jaideep Rayapudi, M.D., we delved into this very question, shedding light on the practical steps and considerations in integrating AI into medical practice. 🚀👨‍⚕️ In our conversation, we dove into: 🌟 The importance of AI education in medicine. 🌊 The rising wave of AI interest among medical professionals. 🤖 Real-world impacts of AI tools like ChatGPT in clini...

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com

For more, do not forget to subscribe to my Substack: https://avneeshkhare.substack.com/subscribe Dr Jaideep’s LinkedIn Profile - https://linkedin.com/in/jdrayapudi This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit avneeshkhare.substack.com