Definition
Vibe Rounds is AI-augmented clinical care — where a doctor commands a multimodal AI in natural language, at the bedside, in real time. Speak. Point. Show. Get answers.
What is Vibe Rounds?
Just as Vibe Coding lets developers build software through natural language and intuition, Vibe Rounds brings the same paradigm to clinical medicine. A doctor doesn't type into a form or navigate menus — they speak, gesture, and show. The AI responds in real time, augmenting clinical judgment without replacing it.
Not AI replacing doctors. AI giving doctors the cognitive bandwidth to be their best — at 3 AM, on the 12th hour of a shift, for every patient.
"The best version of every clinician, at every hour, for every patient."
At the Bedside, Right Now
Instant cross-reference across all active medications.
Multimodal AI analysis: wound staging, infection risk, dressing recommendation.
Done in 30 seconds. Review, edit, sign.
Evidence-linked differentials, ranked by probability, with citation.
Why Now
Three forces converged in 2025–26 to make Vibe Rounds possible for the first time:
Multimodal LLMs reaching clinical grade
Large language models can now process text, images, audio, and video simultaneously — the same inputs a doctor uses at the bedside.
Global digital health infrastructure coming of age
From interoperable health records in the EU and FHIR adoption in the US, to national digital health missions across Asia and Africa, the world is building the data infrastructure that Vibe Rounds can plug into — making AI-augmented care accessible at every level of the health system, not just in elite hospitals.
The Vibe Coding paradigm shift
Andrej Karpathy's coining of Vibe Coding proved that natural language as an interface unlocks entirely new classes of users. Clinicians are next. Vibe Rounds is the healthcare derivative.
Introduction
Generated with NotebookLM ·
Process
The Vibe Rounds Clinical Reasoning Template is a structured AI-augmented thinking scaffold designed for use at the bedside, in simulation, and during self-directed learning. It operationalises the three foundational questions of clinical medicine into an interactive framework where the clinician's own answers drive AI-generated Socratic follow-up questions.
Rather than replacing clinical judgement, the tool acts as a brilliant attending in your pocket — one that reads your reasoning and immediately asks what you may have missed, assumed, or oversimplified.
Action
65-year-old pneumonia case, visually showing how the "What/Where/Do" template captures the clinician's initial reasoning while the AI identifies critical gaps.
The Vibe Rounds Philosophy
Not AI that answers — AI that questions
Vibe Rounds is built on a specific and deliberate philosophy about how AI should participate in clinical thinking.
Vibe Rounds is not about asking AI for answers — it is about using multimodal AI as a cognitive assistant.
The clinician remains the decision-maker. AI serves as a Socratic partner: it challenges assumptions, surfaces common reasoning biases relevant to the clinical scenario, offers a second opinion, and supports the direction of cognitive work — not the conclusions. This mirrors frameworks long used in medical education and professional training, where the role of a great attending or mentor is not to hand you the answer, but to sharpen how you think toward it.
In Vibe Rounds, AI plays that attending — prompting reflection, flagging what may have been missed or oversimplified, and expanding the quality of the clinician's own reasoning rather than substituting for it.
"Vibe Rounds is not AI that answers — it is AI that questions. A Socratic cognitive assistant that challenges clinical reasoning, flags common biases, and offers a second opinion, while leaving all decision-making with the clinician. This is grounded in the same cognitive scaffolding frameworks used by educators and clinical supervisors for decades."
Who Benefits in Med School
1st & 2nd year students
Socratic case tutor available 24/7. Never judges a wrong answer.
Clinical year students
Pre-round prep, SOAP notes, and real-time differential support.
Residents & interns
Think out loud before ward rounds. Safer decisions, faster.
Faculty
Generate cases, MCQs, and teaching plans in a single conversation.
Tap a Scenario to See It in Action
Vibe Rounds - PubReads
Stop reading papers—start questioning them.🧠
Experience how the Vibe Rounds philosophy is implemented in the PubRead app to transform research reading from passive consumption into active, critical thinking. This video demonstrates the Socratic Co-pilot, an AI mentor designed not to give answers, but to challenge your clinical reasoning and sharpen your cognitive work.
Vibe Rounds - EMRs
Is your EMR just a database, or is it a clinical partner?
Discover how the Vibe Rounds philosophy brings a Socratic AI Mentor directly into the Electronic Medical Record (EMR) environment. This video explores a future where the EMR does more than store data—it acts as a cognitive scaffold to enhance clinical reasoning and improve patient safety.
The Core Philosophy: Consistent with the Vibe Rounds mission, this EMR integration focuses on AI that questions, not just AI that answers. By acting as a Socratic partner, the AI helps clinicians surface hidden assumptions and navigate common reasoning biases, ensuring that the human remains the final decision-maker.
Enhance your clinical workflow. Sharpen your reasoning. Redefine the EMR.
Click any persona to reveal its command → copy → paste into any LLM as your opening prompt. It will help you DIY your own Vibe Rounds for learning purpose. Modify the prompt as you need.
Disclaimer -To be used on personal responsibility and only for learning. Not be used for clinical purpose.
For Medical Teachers
Traditional medical education often gets stuck in the lower tiers of the teaching hierarchy. This video explains how Vibe Rounds disrupts this by shifting the focus:
Level 1 & 2: Moving beyond one-way content delivery and simple dyadic correction.
Level 3 (Socratic Reasoning): Vibe Rounds specifically enables this level, using AI to foster critical thinking and the ability to handle clinical ambiguity.
Level 4 (Guided Discovery): By automating Level 3 support, educators can spend more high-value time with students on case synthesis, research, and innovation.
The Pedagogical Spectrum — Where Vibe Rounds Fits
At the start, the educator provides the "map of the territory." This is most effective for introducing complex terminology, historical context, or core theories that the learner cannot yet deduce on their own.
Learning is inherently social. By pairing learners, they must translate the "lecture" into their own words to explain it to a peer. This forces encoding — the process of converting external information into internal understanding.
Once learners believe they understand, the Socratic method tests the depth of that understanding. By asking "Why?" or "What if?", the educator exposes inconsistencies in the learner's logic, forcing them to refine their mental models.
Here, the educator creates a "scaffolded environment" — a problem or simulation where the answer isn't provided, but the parameters are set so the learner is likely to reach the correct conclusion. The struggle is the point.
The final stage is autonomy. The learner is no longer just absorbing or refining existing knowledge but is tasked with investigating a novel question. The educator moves from a teacher to a consultant, providing resources and mentorship.
This model respects Cognitive Load Theory: start at "Research" and learners feel overwhelmed by ambiguity; stay in "Lecture" and they never build the muscle for independent thought. Moving through these stages builds the scaffolding that turns a novice into a self-directed expert — and Vibe Rounds is the tool purpose-built for Stages 3 and 4.
For Medical Educators — A Reflection
Which stage of this progression are you currently designing for, and what subject matter are you teaching? If it's Stage 3 or 4, that's precisely the gap Vibe Rounds is built to fill — pick a persona prompt above, paste it into your AI tool of choice, and try running a session on your own case material.
Student Example
This second video will specifically feature:
The initial persona prompt for the Supportive Intern.
The step-by-step Socratic dialogue regarding the pregnant patient with "unusual movement," including the investigation into the anterior placenta and fetal heart rate.
The final SBAR presentation and the intern's "pro-tip" on maternal vs. fetal pulses.
Testimonials
"It is often debated in the literature that AI may reduce critical reasoning skills. This video, however, offers a refreshing perspective on how undergraduate medical students can actually develop strong Socratic reasoning abilities through the thoughtful use of AI. A truly insightful and valuable contribution to medical education."
— Dr. Diwakar Dhurandhar
MD, FAIMER, MHPE, PG Diploma in Medical Education, ACME
Associate Professor, Department of Anatomy
AIIMS, Raipur
Educator App
AI Educator Persona Creator: The video illustrates how teachers can build/use standalone learning tools by defining specialized mentors. It highlights the use of custom LLM Prompt System Instructions to dictate specific teaching styles, such as forcing Socratic reasoning and step-by-step guidance.
Educator App Demo
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Vibe Rounds Tutorial: Mastering Socratic Clinical Reasoning in NotebookLM
Step 1
Set Up Your Learning Environment
Go to Google Notebook (NotebookLM).
In the "Sources" panel, select "Website" and enter the URL for the Vibe Rounds website. This provides the AI with the core philosophy and persona instructions needed for the session.
Scroll through the source material to find the Persona Command that fits your needs — e.g., Supportive Intern, Socratic Attending, or Junior Resident.
Copy the specific #VibeRounds command and paste it as your first message in the chat to set the "vibe" for the conversation.
Step 2
Example Learning Scenarios
Three ways to use this setup to enhance your clinical training.
#VibeRounds Act as a supportive intern...
#VibeRounds Act as a Socratic attending on teaching rounds...
- "Why did you rank PE first?"
- "What would you expect to find if your top diagnosis is wrong?"
- "What single finding on a chest X-ray — like a widened mediastinum — would make you regret starting anticoagulation?" (prompting you to consider aortic dissection)
Key Learning Tip
Remember that Vibe Rounds is not AI that answers — it is AI that questions. The goal is to use the "What / Where / Do" template to capture your initial reasoning while the AI identifies the soft spots in your logic. This ensures that you, the clinician, remain the final decision-maker while the AI provides the cognitive scaffolding to make your thinking more robust.
Constraints for Better AI Performance
#VibeRounds persona honest to the "AI that questions, not answers" philosophy, whatever the rigor level.
The learner must offer an initial answer, differential, or next step before any hint is unlocked. No commitment, no scaffolding.
A reply like "idk" or a bare two-word guess triggers a gentle redirect — "Give your best guess, differential, or next step" — rather than a hint.
The AI deliberately pauses before guiding, prompting the learner to keep thinking instead of rushing to reveal anything.
Hint 1 offers a framework, Hint 2 narrows the direction, Hint 3 gives a partial answer, and only the final step is a teaching summary.
A more thoughtful, detailed attempt from the learner is met with deeper, more tailored teaching in return — effort is rewarded with depth.
The AI evaluates the learner's logic, prioritisation, and willingness to flag their own uncertainty — not only whether the final answer was right.
Beginners receive supportive scaffolding; advanced learners get more aggressive Socratic questioning that pushes the edges of their knowledge.
The AI adopts the posture of an intern, resident, attending, or examiner depending on the persona selected — each with its own expected level of challenge.
Before giving anything away, the AI asks questions such as:
- "Why do you think that?"
- "What could kill the patient?"
- "What are you missing?"
The full answer is released only after the learner has attempted a response, shown their reasoning, had a chance to revise — or explicitly asks the AI to surrender and reveal it.
Adding This to Your Persona Prompt
Any #VibeRounds persona command can be strengthened by appending a line such as: "Apply effort-weighted, tiered-hint Socratic constraints — require a committed first attempt, withhold the full answer until I've reasoned through it, and grade my logic and uncertainty as much as my final answer." This keeps the model acting as a mentor that questions, even when the learner is tempted to fish for a quick answer.
Case rounds
A short film for education purpose. Warning - blood and real hospital case images.
Read & Cite
Published & Referenced At
Collaborate or Write About Vibe Rounds
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