The same software engine can run a 400-megawatt power plant and simulate whether a cancer drug will survive a real-world patient population. That’s not two companies — it’s one engine, built by a founder who came up not in medicine but in gas turbines and heavy industry.

In this episode, Dr. Junaid Kalia hosts — with co-hosts Ed Marx and Dr. Harvey Castro — a two-guest conversation with Dr.-Ing. Amir A. Hashmi, founder of Xcelenz and creator of the GENEXIX digital-twin platform, and Dr. Dania Amir, the internal-medicine physician leading its clinical validation. GENEXIX carries an industrial-reliability DNA — traceability, baselines, failure-mode reasoning, “no black-box AI” — from the power plant into the hospital, where the same engine models a patient’s physiology, predicts deterioration, and runs in-silico drug simulations for research. The Signal & Symptoms question: does an industrial mindset actually earn a doctor’s trust at the bedside — and what should a health system ask before it lets a digital twin, especially one born in industry, near a real clinical decision?

• Cold open — one engine, two worlds
• Welcome + meet the two guests (Amir + Dania)
• From industry to medicine: Amir’s crossover
• The physician’s role: Dania on clinical validation
• Why build a digital twin? (the analogy)
• The clinical twin: modeling multi-organ physiology
• Under the hood: explainable architecture
• In the ICU: where the twin earns its value
• The stakes + the intelligence layer
• The future — “don’t surrender to AI, learn AI”

Dr. Harvey Castro, ER Physician, #DrGPT™

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

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

📷 Instagram — https://www.instagram.com/harveycastromd/

📑 Substack — https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

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

Special Guest:

Dr.-Ing. Amir A. Hashmi — Founder & Advisor, Xcelenz (creator of the GENEXIX digital-twin platform)

💼 LinkedIn — https://www.linkedin.com/in/amir-a-hashmi-dr-ing-42354113/

Dr. Dania Amir — Director of Clinical AI & Internal Medicine Lead, GENEXIX-cDT (MRCP, UK)

💼 LinkedIn — https://www.linkedin.com/in/dr-dania-amir-a554208a

Visit our website: https://signalandsymptoms.com

Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/

Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.

For a generation, your medical record has lived behind the hospital’s firewall. What happens the day the patient walks in holding it — already read, already interpreted by AI, on their own phone?

In this episode, Dr. Harvey Castro hosts — with co-hosts Ed Marx and Dr. Isha Mannering — a conversation with Stephen Rouse, co-founder and head of growth at Savva, a consumer health app (in beta, launching this summer) built on a single premise: patients should own and understand their own health data. Coming from the enterprise-EHR world, Stephen argues the next shift isn’t inside the hospital system — it’s outside it, in the patient’s hands. The panel works through why the Cures Act cracked the door open, what it means to keep a record on-device instead of the cloud, the everyday mess of five different patient portals, a global bet to reach a billion people without a portal to disrupt — and the hard question no one has fully answered: when a patient shows up already “knowing,” who’s accountable for what the AI surfaced?

• Cold open — “consumers can take over their health information”
• Meet the panel + Stephen’s Savva one-liner
• Why should the patient own the record? (Protocol First → the Cures Act)
• Your chart, off the hospital’s cloud (on-device + privacy)
• Why do you have five different portals? (the access problem)
• A billion people, no portal to disrupt (the global bet)
• When the patient already knows (the exam-room collision)
• Who’s accountable if it’s wrong? (the open debate)
• Closing: what clinicians should do now

🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/

Dr. Harvey Castro, ER Physician, #DrGPT™

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

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

📷 Instagram — https://www.instagram.com/harveycastromd/

📑 Substack — https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Dr. Isha Mannering — Board-Certified Pediatrician, Founder of InTuneMD

LinkedIn — https://linkedin.com/in/drisha

Special Guest:

Stephen Rouse, Co-Founder & Head of Growth, Savva

💼 LinkedIn — https://linkedin.com/in/rousestephen

Visit our website: https://signalandsymptoms.com

Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/

Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.

Somewhere in Oxford, there’s an AI that can produce a contrast-enhanced cardiac MRI without ever injecting the contrast. No needle, no gadolinium, no risk. It works — and it has for years. Walk into a community hospital in Dallas tomorrow, and you still can’t get it.

In this episode, Dr. Harvey Castro hosts — with co-hosts Ed Marx and Dr. Isha Mannering — a conversation with Dr. Yeshe Kway, a medical data scientist in Oxford’s Zhang Group building the AI that reads cardiovascular MRI. Together they take on the question every health-system leader is quietly asking: can medicine actually keep up with AI? They range across what AI can now see inside the whole body, why reactive medicine is giving way to proactive care, the unglamorous economics that strand breakthrough imaging one mile short of the patient, the ethics of telling a healthy child they may get sick someday, whether an employer could one day use AI against you, and a blunt warning about AI “poisoning” the well of medical knowledge.

• Cold open — can medicine keep up?
• Meet the panel + Yeshe’s path: Germany → Singapore → Oxford
• What can AI actually see inside your whole body?
• Reactive medicine is dying — what replaces it?
• It works — so why can’t your hospital use it? (the adoption wall)
• Should we tell a child they’ll get sick? (pediatric early-risk ethics)
• Predicting disease from a routine eye scan — and who could use it
• Is the doctor who won’t use AI already behind?
• Is AI poisoning medical knowledge?
• Closing: human + AI

🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/

Dr. Harvey Castro, ER Physician, #DrGPT™

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

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

📷 Instagram — https://www.instagram.com/harveycastromd/

📑 Substack — https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Dr. Isha Mannering — Board-Certified Pediatrician, Founder of InTuneMD

LinkedIn — https://linkedin.com/in/drisha

Special Guest:

Dr. Yeshe Kway, Medical Data Scientist, Zhang Group (AI in Cardiovascular Imaging), University of Oxford 💼 LinkedIn — https://www.linkedin.com/in/yeshe-kway-b77b53185/

Visit our website: https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/

Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.

The hardest part of a pediatric visit now happens before the appointment even begins.

In this episode, Dr. Isha Mannering — a board-certified pediatrician with 16 years in the Dallas–Fort Worth area and founder of InTuneMD — joins Dr. Junaid Kalia, Dr. Harvey Castro, and Ed Marx to confront a new reality in the exam room: parents arrive having already consulted TikTok and ChatGPT, and the physician’s first job is winning back trust. Drawing on more than a decade in practice and her decision to go independent, Isha makes the case for treating AI as a tool, not a takeover — one that can hand clinicians back their time, sharpen early-warning “signals” in young patients, and bring care into the home. The conversation widens into pediatric AI in practice, the rural-versus-frontier care divide, at-home sick care, and a blunt warning to health systems: enable entrepreneurship within your walls, or be disintermediated by those who will.

• Cold open + welcome (Junaid, Harvey, Ed + Dr. Mannering)
• Why trust is eroding: the viral-TikTok rare-disease scare
• AI as a tool: the “healthcare influencer” + scribe & signal
• Going independent: “figuring it out as I go”
• Authenticity: earning the trust of parents AND kids
• “Put the laptop down”: reclaiming the visit
• Pediatric AI in practice: comic discharge notes + an NFC plushie
• Catching the signal early: “never trust a newborn”
• At-home sick care: the 2 a.m. fever
• The hospital reckoning: adapt or be disintermediated
• Closing: human + AI — have fun with it

🖇️ Dr. Harvey Castro’s work on ChatGPT in healthcare — https://www.harveycastromd.com/

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/

📑 Substack — https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Special Guest:

Dr. Isha Mannering, Board-Certified Pediatrician, Founder of InTuneMD 💼 LinkedIn — https://linkedin.com/in/drisha

Visit our website: https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost: https://junaidkaliamd.substack.com/

Medical disclaimer: This conversation is for general informational purposes and is not medical advice. Listening does not create a doctor–patient relationship. Always consult a qualified clinician for your child’s care.

The foundation of tomorrow's diagnostics is being rebuilt — and it starts in biology, not silicon.

In this episode, Edmund White, biomedical innovator and bestselling author, joins the conversation to challenge an assumption quietly embedded in every AI tool entering healthcare: that silicon is the only material worth building on. Drawing from three decades at the intersection of cardiac care and medical innovation, Edmund traces a through-line from digital twins of children's hearts to brain organoids — arguing that biology's energy efficiency and adaptability aren't limitations to engineer around, they're the very properties that could unlock earlier intervention and more precise patient outcomes. The conversation widens from there into the economics of AI adoption, the coming bubble, and what it will take for healthcare systems and policymakers to get ahead of a shift that's already in motion.

What You Will Discover:

- Edmund's Journey From Cardiac Devices to Prevention

- Brain Organoids Explained

- Silicon vs. Biology: The Hybrid Computing Argument

- What Happens When AI is Cheap and Effortless

- The Social Impact of AI

- Space Computing & Distributed Intelligence

- Regulation, Policy, and Germany's Risk Aversion

[16:30] Funding Priorities: Where Innovation Dollars Should Go

Referenced in the show:

🖇️ "AI Today: OI Tomorrow: The Dawn of Organoid Intelligence: Opportunities, Ethics, and the Future of Humanity" – https://www.amazon.com/AI-Today-Tomorrow-Intelligence-Opportunities/dp/1950043584

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

📑 Substack - https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Special Guest:

Edmund White, VP Business Development & Partnerships, AIBODY

💼LinkedIn - https://www.linkedin.com/in/edmund-white-08362ab/

🔗Website - https://www.ai2oi.com/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

We built a healthcare system engineered for sick care, but the future of medicine belongs to those who seek health.

In this episode, global Digital Health Futurist Philippe Gerwill joins the panel to unpack the real bottlenecks stalling clinical innovation. He highlights a critical inversion happening in modern medicine. Historically, technology lagged behind clinical needs. Today, advanced technology vastly outpaces our institutional capacity to adopt it. The conversation delivers an evidence-based perspective on how to manage this rapid acceleration from a global innovator who understands both big pharma infrastructure and the reality of clinical adoption.

Tune in to discover how forward-thinking medical leaders are realigning systemic incentives to transition from algorithmic task managers back to true, humanist healers.

What You Will Discover:

- Intro: The Tech-Adoption Paradox

- Human Bubble: From Tech Hype To Structural Adaptation

- What AI and Quantum Convergence Mean for Medicine?

- The Paradigm Shift from Sick Care to Seeking Health

- Task Automation vs. Job Displacement

- Is AI Getting Overwhelming?

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

📑 Substack - https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Special Guest:

Philippe Gerwill, Digital Healthcare Humanist & Futurist

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

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

What does it actually cost when a diagnosis comes six months too late, a test gets ordered twice, or a treatment decision gets made without the best information available?

In this special recap episode of Signal & Symptoms, we synthesize the strongest healthcare AI insights from previous episodes — moving from the promise of what AI can do, to the real patient stories that reveal what's at stake when we delay, to an honest look at the barriers still standing in the way, and finally to the path ahead for clinicians and leaders ready to act.

This isn't a hype episode. It's a practical reckoning: AI is already changing how diagnoses get made, how patients advocate for themselves, and how the next generation of healthcare standards will be written. The only question is whether you'll help shape it — or watch it happen without you.

What You Will Discover:

- The Promise: The Tech Exists

- The Patient Problem: The Real Cost of Delay

- The Reality Check: What the Studies Don't Tell You

- Clinician Leadership: Before Someone Else Writes the Rules

- The Road Ahead: Act Now or Get Left Behind

Tune in to the full episodes:

🎥https://youtu.be/Vj8JXBkD4OQ (Microsoft AI & Clinical Context)

🎥https://youtu.be/yjqhF-coM_w (Patient Delay & Missed Diagnosis)

🎥https://youtu.be/vCBOSzMRk-s (Clinician Leadership, Medicine & Dentistry)

Referenced in the show:

🖇️Blog (2025): The Path to Medical Superintelligence - https://microsoft.ai/new/the-path-to-medical-superintelligence/

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

📑 Substack - https://harveycastromd.substack.com/

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/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

Will AI eliminate primary care — or finally give primary care physicians their time back?

That's the central question driving this episode, as Dr. Junaid Kalia, Dr. Harvey Castro, and Ed Marx sit down with Dr. John Dayton — an ER physician who has evaluated healthcare startups as an angel investor, built pilots at Intermountain Ventures, and is now raising a $5M fund. He brings a rare view of what AI looks like from the bedside, the boardroom, and the cap table. Dr. Dayton maps how AI decisions actually get made inside health systems: why a technology has to align with the CEO's mission, the CFO's budget, the CTO's existing stack, and clinical staff's real workflow — and why losing any one of those four is where most implementations quietly stall.

For physicians and healthcare enthusiasts who want to separate signal from noise — and understand whether the tools landing on their unit deserve to be there — this is the peer-to-peer analysis that conference keynotes never deliver.

What You Will Discover:

- Intro: John Dayton's origin story

- Why He Never Really Left Medicine

- How hospitals actually make AI decisions

- Is an MBA worth it if it's not free?

- The Decision Making Approach Inside Health Systems

- The Two Questions Nobody Answers Directly

It's not about whether AI is ready for clinical use. It's about whether clinicians are ready to guide patients who are already using it.

Referenced in the show:

🖇️ "Professional Development and Upskilling Resources for Clinicians" – https://www.linkedin.com/pulse/professional-development-upskilling-resources-john-dayton-md-mba-xlpmc/

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

📑 Substack - https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Special Guest:

John Dayton, MD, MBA

💼LinkedIn - linkedin.com/in/johndaytonmd

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

You already know not every AI tool belongs in your workflow. The real question is whether your filter is sharp enough to tell the difference.

In this episode, Dr. Junaid Kalia and Dr. Harvey Castro sit down with Dr. Hansa Bhargava, Chief Innovation Officer at Healio and a physician who has spent her career building trust at scale, to examine what trustworthy clinical AI actually looks like from the inside. They trace how the content integrity crisis predates AI, why clinician-in-the-loop development is the clearest signal of a tool worth adopting, and how evidence-sourced curation is the only real defense against sophisticated noise at the point of care.

The stakes go deeper than adoption. Who carries the legal weight when AI-assisted decisions go wrong? And are the physicians leaning into AI today quietly trading long-term clinical judgment for short-term efficiency? This episode doesn't evaluate the tools — it reframes what's actually at risk.

What You Will Discover:

- Intro: Building Trust in Medical Literature

- Dr. Hansa’s Journey in Architecting Trust

- Her North Star: Better Patient Outcomes

- Is Clinical Research Already Compromised Before AI?

- Why AI Is Built to Agree With You

- Clinician-in-the-Loop is the #1 Trust Signal

- The Biggest Risk & Opportunity in the Age of AI

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

📑 Substack - https://harveycastromd.substack.com/

Edward Marx, CEO, Advisor

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

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

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

Special Guest:

Hansa Bhargava MD

💼LinkedIn - https://www.linkedin.com/in/hansa-bhargava-mdd-752a463a/

Visit our website:

https://signalandsymptoms.com/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/

What if the most powerful diagnostic tool wasn't a scan or a lab result — but a continuously learning model of your patient, built from their own data?

In this episode, Dr. Junaid Kalia sits down with co-host Dr. Harvey Castro, this time in the guest seat, to unpack one of the most transformative concepts in modern medicine: the healthcare digital twin. They trace how the concept evolved from NASA simulations and factory floors into clinical reality, breaking it down clearly for those new to the idea while grounding it in real applications — predictive analytics, personalized pharmacogenomics, and Harvey's personal digital twin, which he built and uses today. They also don't shy away from the harder questions: data privacy, implementation costs, the global adoption gap, and the tension between rapid innovation and regulation that can barely keep pace.

Whether you're a clinician thinking about what's next for patient care, or a healthcare enthusiast trying to make sense of where medicine is heading, this episode gives you a grounded, honest look at a technology that's closer than you think.

What You Will Discover:

- Intro: What Are Healthcare Digital Twins?

- The Human + AI Concept: Harvey's Personal Digital Twin

- Top 3 Applications for Digital Twin Transforming Patient Care

- Data Privacy and Cybersecurity Risks

- Why Culture Is the Real Rate-Limiting Step

- Implementation Challenges in the US vs. Other Countries

- Are Tokens Reliably Used in Healthcare?

- Genetics, Epigenomics & the Future of Point-of-Care Treatment

- The Future We're Building: A Final Word from Two Doctors

Resources:

🔗 Ask Harvey a healthcare AI question –– https://harvey.deepfoundai.com/

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

📑 Substack - https://harveycastromd.substack.com/

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/

Get advisory insights about Healthcare AI — at zero cost:

https://junaidkaliamd.substack.com/