🩺 Healthcare AI Concept  ·  Coined June 2026

Vibe Rounds

Vibe Coding changed software. It's time medicine had its equivalent.

Coined by  Dr. Avinash Kumar Gupta  · June 2026
Read the PDF

Gupta AK. Vibe Rounds: AI-Augmented Clinical Care. Zenodo. June 2026. DOI: 10.5281/zenodo.20622693

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

"What are the drug interactions for this patient?"

Instant cross-reference across all active medications.

📷 Point camera at wound →

Multimodal AI analysis: wound staging, infection risk, dressing recommendation.

"Draft my SOAP note" →

Done in 30 seconds. Review, edit, sign.

"Differential diagnosis for these findings?"

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:

01

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.

02

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.

03

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

Case-based learning at 2 AM
1st year student
S
"My patient is 62, smoker, came in with haemoptysis and a 4kg weight loss in 2 months. Walk me through this."
Top concern: lung malignancy. Your differentials should include squamous cell carcinoma, TB, and bronchiectasis. What does the CXR show? Describe it to me and we'll go from there.
S
"There's a 3cm opacity in the right upper lobe with irregular margins."
That morphology strongly favours malignancy. Next step: CT chest with contrast and sputum cytology. What staging system would you use once confirmed?
💡 The AI acts as a Socratic tutor — never giving answers, always pushing the student to reason. That's a Vibe Round in medical education.
Bedside resident prep
ResidentPre-round
R
"I have 6 patients to pre-round on in 40 minutes. My sickest is a 45-year-old post-CABG day 2 with a new fever. What do I prioritise checking?"
Post-CABG day 2 fever — rule out sternal wound infection, pneumonia, and DVT first. Check: wound site, bilateral breath sounds, calf tenderness, WBC trend, and CXR from last night. Vitals trajectory more important than single values. Want a quick pre-round checklist?
R
"Yes, and also draft a one-liner for handover."
"Mr X, 45M, POD2 CABG, new fever 38.6°C, haemodynamically stable, under evaluation for wound/pulmonary source." Checklist ready — 6 items, 4 minutes to complete.
💡 A resident thinking out loud with AI before seeing patients — sharper rounds, safer patients. Vibe Rounds as clinical preparation.
Faculty building a curriculum
FacultyCurriculum design
F
"I want to teach 2nd years clinical reasoning for sepsis. Give me 5 progressively harder case vignettes with teaching points."
Case 1 (Basic): 28F with UTI, fever 39°C, HR 108, BP 102/68. Teaching point: qSOFA criteria. Case 2: Same patient, now confused, lactate 2.8. Teaching point: Sepsis-3 definition and source control urgency…
F
"Make case 4 a paediatric patient. Add an MCQ for each."
Done. Case 4 now features a 7-year-old with meningococcal sepsis, adjusted Paediatric SOFA scoring, and 4-option MCQ with explained distractors. Export as PDF?
💡 A faculty member vibing through curriculum design in minutes, not days. Vibe Rounds isn't just clinical — it's educational infrastructure.
Exam prep — USMLE / MRCP / FMGE
Final yearBoard prep
S
"Quiz me on cardiology for MRCP Part 1. I'm weak on arrhythmias. Make it hard."
A 58-year-old man with known HCM presents with pre-syncope. ECG shows broad complex tachycardia at 180 bpm. BP 88/60. What is the SINGLE most appropriate immediate management?
S
"DC cardioversion?"
Correct. In haemodynamically unstable VT with HCM, synchronised DC cardioversion is first-line. Avoid amiodarone as first choice here — negative inotropy worsens LVOTO. Next question, harder?
💡 Adaptive, immediate, personalised exam coaching at midnight — Vibe Rounds as the study partner every student deserves but few have access to.

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.

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

Case rounds

A short film for education purpose. Warning - blood and real hospital case images.

Read & Cite

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