Vibe coding changed how people build software — you describe what you want in plain language, and the AI fills in the how. Vibe Rounds, a project coined by Dr. Avinash Kumar Gupta in June 2026, asks a simple question: what would that same shift look like in clinical training?
The answer isn't "an AI that diagnoses patients." It's closer to the opposite. Vibe Rounds is built on one deliberate constraint: the AI never just hands you the answer. It questions. It withholds. It makes you commit to a differential before it will even nudge you in the right direction. Think less "AI doctor" and more "the most relentless attending you ever rounded with" — except it runs in any chat window, on any case you paste in.
Not AI That Answers — AI That Questions
The philosophy is stated plainly on the project site: Vibe Rounds is not about asking AI for answers, it's about using AI as a Socratic cognitive partner. The clinician stays the decision-maker. The AI's job is to challenge assumptions, flag the biases that are common to a given clinical scenario, and offer a second opinion — without ever substituting its judgment for yours.
In practice, that shows up as a set of hard constraints layered onto every persona prompt in the system:
- Forced commitment first — no hint unlocks until you've offered an initial answer.
- Minimum effort threshold — a lazy "idk" gets redirected, not rewarded.
- Tiered hints — a framework first, then a narrower direction, then a partial answer. The full answer only comes after you've reasoned it out, or explicitly ask the AI to "surrender."
- Effort-weighted teaching — the more thought you put in, the deeper the teaching you get back.
- Reasoning graded, not just correctness — the AI evaluates your logic and your willingness to flag uncertainty, not just whether you landed on the right diagnosis.
It's a framework, not a piece of software with hidden state — you copy a persona prompt into Claude, ChatGPT, Gemini, or NotebookLM, and the constraints travel with the text.
From Persona Prompts to a Full Operating System
The single-persona layer (Socratic Learning) is the entry point, but it sits underneath something much larger: CCOS — the Clinical Cognition Operating System.
CCOS is the architectural backbone of the whole project — 57 self-contained reasoning modules, 4 pedagogical frameworks, and 200+ pipelines that chain modules together into progressively deeper reasoning passes on a single case. It's organized into six cognitive layers, from raw clinical reasoning (illness scripts, differential diagnosis, Bayesian inference) up through a workflow engine, metacognitive monitoring, an "epistemic trust layer" that calibrates confidence and suppresses false numerical precision, a decision-architecture layer spanning conservative-to-maximal pathways, and a longitudinal learning/documentation layer on top.
The project is candid about what this trust layer actually is and isn't: it's prompt-level instructions that shape how the AI expresses uncertainty — not an automated fact-checking or verification system. No claim gets checked against an outside source unless a specific module says so.
A CCOS Builder on the site lets you paste in a case, tick modules in the order you'd want to run them, and get a ready-to-copy prompt for any LLM. Sequence matters here by design — running a safety/bias module before a reasoning module produces a different teaching pass than running it after.
| # | Title | Link |
|---|---|---|
| 1) | Vibe Rounds — AI-Augmented Clinical Reasoning | avi33tbtt.github.io |
| 2) | Vibe Rounds - Case Bench — Clinical Reasoning Aid | avi33tbtt.github.io/bench.html |
| 3) | Vibe Rounds - Case Bench — Clinical Reasoning Aid (Lite version) | avi33tbtt.github.io/bench_lite.html |
| 4) | Clinical Polemos — Healthcare Debate Bench | avi33tbtt.github.io/clinical-polemos.html |
| 5) | Vibe Rounds — Case Simulator | avi33tbtt.github.io/case-simulator.html |
| 6) | Modern Clinical Reasoning: Integrating Promption and Provocation Modes in Medical Analytics | avi33tbtt.github.io/article.html |
A Maturity Map, Stated Honestly
One of the more unusual things about the project is that it publishes its own honesty check. The site lays out three application domains and rates each candidly:
- AI-augmented clinical education — high maturity. Socratic feedback loop, a six-level difficulty framework, prompt-version history, a pilot protocol, and live deployment already demonstrated.
- Guided discovery research — medium maturity. The seven-stage N-of-1 reasoning workflow and analysis methodology are defined and a worked case exists, but multi-case validation is still pending.
- Bedside clinical decision support — early stage. Concept and architecture only; EMR integration, multimodal AI, and FHIR infrastructure are all pre-implementation.
That kind of "here's what's actually deployable versus what's still a vision document" transparency is rare for a project this ambitious, and it's worth taking at face value: Vibe Rounds is explicit that it is a learning system, not a validated clinical or diagnostic instrument, anywhere along that spectrum.
The Tools You Can Actually Try
Beyond the prompt library, the project ships several standalone, browser-based apps — all bring-your-own-API-key, all running client-side with nothing routed through a third-party server.
Case Bench is the general-purpose reasoning workbench. Paste in a case — a vignette, a discharge summary, your own clerking notes, or a case link — and choose how you want to work it: a live back-and-forth dialogue (with quiz-style modes for NEET PG, USMLE, MRCP, or PLAB-style practice), a single-pass "Analytics Mode" report using one CCOS module, or a full pipeline you assemble stage by stage, where each step sees the case plus every prior stage's output.
Case Bench Lite is a lighter version of the same idea for a faster, lower-friction session.
Case Simulator goes further into a game-like format: pick a specialty, a difficulty level, and a setting (ED, general ward, outpatient, ICU), then work a simulated, LLM-generated patient encounter through a live console — complete with a labs dashboard, a SOAP-note view, a ranked differential, and clinical pearls that populate as the case unfolds.
Clinical Polemos (Healthcare Debate Bench) takes the Socratic idea sideways into policy and systems thinking. You put a clinical case, a policy question, or a hospital dilemma in front of a panel of stakeholder personas — physicians, nurses, allied health, administrators, patient advocates, policymakers, trainees — and each one argues strictly from its own seat in the system, with no softening for the others. It's a rhetoric and reasoning exercise, explicitly framed as medical-education content rather than clinical advice.
And underpinning the theory behind all of it, the project has a companion preprint — "Modern Clinical Reasoning & Socratic AI: Integrating Promption and Provocation Cognitive Modes into Healthcare Analytics" — alongside a flagship architecture paper on ResearchGate laying out the design rationale and composition semantics for CCOS itself.
Where It Fits Pedagogically
The site places itself deliberately on a five-stage teaching spectrum, from instructor-centered lecture through to fully independent research. Vibe Rounds' home base is explicitly Stage 3 (Socratic stress-testing), extending into Stage 4 (Guided Discovery) — the zone where a learner already has some grounding and the job shifts from receiving information to having assumptions challenged and mental models scaffolded through structured struggle. It's not trying to replace foundational lectures, and it's not trying to be an autonomous research assistant either — it's built for the specific stretch in the middle where questioning, not answering, is what actually builds reasoning skill.
The Honest Caveats
The project is upfront, repeatedly, about its own limits. It's licensed CC BY 4.0 and free to use, but every page carries some version of the same line: to be used on personal responsibility and only for learning — not for clinical purpose. Outputs are treated as drafts to verify, not citable findings; every reference or number is something you're expected to check against the primary literature yourself. The tools are described as experimental, capable of making mistakes, and meant to be cross-checked — not trusted outright.
That candor is arguably the most interesting design choice in the whole project. Vibe Rounds isn't selling itself as a finished clinical AI product — it's an open, evolving prompt architecture for teaching people to reason better, built by someone willing to publish exactly how far along each piece actually is.
Vibe Rounds was coined by Dr. Avinash Kumar Gupta in June 2026. The full stack — persona prompts, the 57-module CCOS library, Case Bench, Case Simulator, Clinical Polemos, and the accompanying courses — is available at avi33tbtt.github.io.
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