[!IMPORTANT] Clinical Disclaimer & Independent Verification Required All AI-generated outputs produced using these prompts — including but not limited to diagnostic suggestions, severity/priority ratings, drug-interaction flags, and registry-level or cross-case conclusions — require independent clinical verification before being acted upon. This document does not substitute for clinical judgment, professional medical advice, or established institutional safety protocols at any stage.
[!NOTE] What this repository is and is not Vibe Rounds is a patient-centred learning system for medical students, learners, and patient advocates. Every module, prompt, and framework on this site is designed for one purpose: helping a learner reason better about a clinical case. No module is designed to execute, change, or directly inform patient care.
Specifically:
- The AI in every prompt plays an educational role — Socratic teacher, documentation companion, reasoning partner, or adversarial challenger. It does not play a clinical role.
- All findings produced by these prompts — interaction flags, differential diagnoses, red flags, audit outputs — are learning observations, not clinical decisions. They describe what a learner noticed and reasoned through, not what should be done to a patient.
- Any concern a learner identifies using these prompts that has real-patient implications must be raised with a supervising clinician before any action is taken. The prompt is the start of that conversation, not a substitute for it.
- No output from any module in this repository is intended to be entered into a clinical record, a handover document, or a patient management plan without independent review and endorsement by a licensed clinician.
If you are looking for a clinical decision support tool, a prescribing aid, or a diagnostic system — this is not that. If you are a learner trying to think more carefully about a case, or a patient advocate trying to understand and document your loved one’s situation better — this is exactly that.
This document (Vibe Rounds Prompt Modules) was developed by Dr. Avinash Kumar Gupta.
IMPORTANT - This document has not undergone controlled evaluation of clinical, educational, or patient-safety outcomes.
| Aspect | Status & Context |
|---|---|
| Module 9 | Derived from a single n-of-1 case-report preprint and inherits that source’s evidentiary limitations. |
| Evidence Hierarchy Rating | By the Oxford Centre for Evidence-Based Medicine hierarchy, the entire evidence base underlying this document sits at the case-report / expert-opinion level — the lowest tier of clinical evidence — and should be treated accordingly. |
| Check analytics - Traditional Ai , Socratic Ai, Devil’s advocate Ai, Brainstorming AI | Check analytics |
Coined and developed by Dr. Avinash Kumar Gupta · Vibe Rounds, June 2026 #VibeRounds — A Socratic AI Paradigm for Clinical Medicine
This repository organizes a not-yet-tested set of large-language-model prompts the way a clinical procedure manual organizes bedside techniques — by objective, indication, and step sequence, rather than by who happened to write each one down.
It contains 57 modules each a self-contained prompt workflow with its own lifecycle, and 4 supplementary frameworks (A–D) that are layered into specific steps across those modules rather than run on their own.
If you are new to Vibe Rounds and unsure where to begin, go to Module 0 — Cold-Start Orientation first. It is a short pre-module entry point that identifies your role and goal and routes you to the right module before any clinical content is exchanged.
If you already know which module and step you need, skip straight there using the index below.
Reading order: Modules are independent entry points — jump straight to the one you need. Within a module, work the numbered steps (Step X.0, X.1, X.2…) in order; the three lifecycle phases (Initiation → Execution → Closure/Review) are designed to run in sequence, not be skipped around.
Cross-cutting frameworks: Frameworks A–D are not separate modules to run on their own — they are layered into specific steps throughout the module set. Lifecycle Coverage Summary is the master index of exactly which step, in which module, carries each framework — consult it if you are trying to locate every place a given framework is applied.
Each module is a process with a lifecycle. Every module follows a consistent structure:
| Field | Description |
|---|---|
| Objective | What the module accomplishes |
| Indication | When to reach for it |
| Lifecycle | Three phases: Initiation → Execution → Closure / Review |
| Steps | Numbered steps, each with a ready-to-use prompt |
| Validated Env. | The LLM platform on which a step was tested, where documented |
| Application Note | Context on how a step was used, or how to adapt it |
[!IMPORTANT] All modules tested on de-identified case logs; before reuse, confirm that any
[paste...]placeholder is filled with de-identified data only at your individual capacity with patient consent and in accordance with your local law.
[!NOTE] Reminder: This entire module set is untested and sits at case-report/expert-opinion level evidence (see Evidence Base above). Treat every module below as a learning exercise, not a clinical reference.
| # | Module | What it does |
|---|---|---|
| 0 | Cold-Start Orientation | Pre-module entry point — identifies a new user’s role and goal and routes them to the right module |
| 1 | Socratic Clinical Reasoning | Pushes a learner to reason through a case actively rather than passively receive the answer |
| 2 | Patient-Advocate Case Documentation | A 4-step workflow for a family member to build a structured case record with an AI documentation companion |
| 3 | Extended Patient-Advocate Monitoring | Longitudinal domain tracking (lifestyle, mood, medication, red flags) that extends Module 2 |
| 4 | Peer-Level Ward Round Preparation | Rehearses rounds, admissions, pre-op clearance, polypharmacy screening, and overnight triage |
| 5 | Real-Time Case Review & Data Audit | Queries and cleans a single patient’s live case log during active management |
| 6 | Registry-Level Analytics | Queries an entire case registry across nine escalating levels of analytic depth |
| 7 | Longitudinal & Cross-Case Learning | Turns the registry itself into a cross-case, cross-time learning system (proposed; not yet validated live) |
| 8 | Socratic-Mode Design Specification | A 12-point QA specification for authoring or revising any new Socratic-mode prompt |
| 9 | N-of-1 Case Research Protocol | Running the seven-stage research protocol on your own complex case |
| 10 | Journal & Article Reading | Vibe Rounds — Journal & Article Reading |
| 11 | Patient Education Query Intelligence | Patient Education Query Intelligence |
| 12 | Differential Diagnosis Deepdive | Differential Diagnosis Deepdive |
| 13 | Medication Reconciliation & Polypharmacy | Medication Reconciliation & Polypharmacy |
| 14 | Resource-Constrained Clinical Reasoning | Resource-Constrained Clinical Reasoning |
| 15 | Illness Script Acquisition | Illness Script Acquisition |
| 16 | Basic Science ↔ Clinical Integration | Basic Science ↔ Clinical Integration |
| 17 | Semantic Qualifiers & Problem Representation | Semantic Qualifiers & Problem Representation |
| 18 | Causal vs. Probabilistic (Network) Reasoning | Causal vs. Probabilistic (Network) Reasoning |
| 19 | Community & Social Medicine Insights | Community & Social Medicine Insights |
| 20 | Naturalistic Decision Making | Naturalistic Decision Making |
| 21 | Evidence Frontier Search | Evidence Frontier Search |
| 22 | Nested Analysis | Nested Analysis |
| 23 | Counterfactual Analysis | Counterfactual Analysis |
| 24 | Heuristic Analysis | Heuristic Analysis |
| 25 | Thematic Analysis | Thematic Analysis |
| 26 | Bias Auditing | Bias Auditing |
| 27 | Time-Series & Velocity Analyzer | Time-Series & Velocity Analyzer |
| 28 | Diagnostic Time-Out | Diagnostic Time-Out |
| 29 | The Iatrogenic Domino Effect | The Iatrogenic Domino Effect |
| 30 | The “Diagnostic Anchor” Extractor | The “Diagnostic Anchor” Extractor |
| 31 | First-Principles Pathophysiology Mapping | First-Principles Pathophysiology Mapping |
| 32 | Clinical Cognition Loop | Clinical Cognition Loop |
| 33 | The “Why Now?” (Precipitant) Hunter | The “Why Now?” (Precipitant) Hunter |
| 34 | The High-Value Care (HVC) Auditor | The High-Value Care (HVC) Auditor |
| 35 | Epistemic Certainty Mapping & Calibration | Epistemic Certainty Mapping & Calibration |
| 36 | The Bayesian Probability / Likelihood Ratio Engine | The Bayesian Probability / Likelihood Ratio Engine |
| 37 | Red Herring / Signal-to-Noise Drill | Red Herring / Signal-to-Noise Drill |
| 38 | Poly-Crisis & Cascading Failure Simulator | Poly-Crisis & Cascading Failure Simulator |
| 39 | The “Global Knowledge Network” Diagnostic Matrix | The “Global Knowledge Network” Diagnostic Matrix |
| 40 | The Operational & Throughput Strategist | The Operational & Throughput Strategist |
| 41 | Clinical Workflow Implementation Science | Clinical Workflow Implementation Science |
| 42 | Clinical Pre-Mortem | Clinical Pre-Mortem |
| 43 | Health Economics & Value-Based Care Alignment | Health Economics & Value-Based Care Alignment |
| 44 | Clinical Genetics Reasoning | Clinical Genetics Reasoning |
| 45 | Shadow Module 44 — Clinical Genetics Adversarial Counterpart | Shadow Module 44 — Clinical Genetics Adversarial Counterpart |
| 46 | Evidence-Based Medicine Insights | Evidence-Based Medicine Insights |
| 47 | Shadow Module 47 — Evidence-Based Medicine Adversarial Counterpart | Shadow Module 47 — Evidence-Based Medicine Adversarial Counterpart |
| 48 | Treatment Comparative Analysis & Evidence-Informed Prognosis Trajectory | Treatment Comparative Analysis & Evidence-Informed Prognosis Trajectory |
| 49 | FMEA Analysis | FMEA Analysis |
| 50 | Diagnostic Reasoning Map | Diagnostic Reasoning Map |
| 51 | Systems-Based Clinical Analysis | Systems-Based Clinical Analysis |
| 52 | Clinical Pearls Distillation | Clinical Pearls Distillation |
| 53 | Clinical Guideline Intelligence Navigator | Clinical Guideline Intelligence Navigator |
| 54 | System 1 & System 2 Thinking Question Generator | System 1 & System 2 Thinking Question Generator |
| 55 | Patient Needs Assessment | Patient Needs Assessment |
| 56 | Hypothetico-Deductive Reasoning | Hypothetico-Deductive Reasoning |
| 57 | Clinical Cognition Deep Dive | Clinical Cognition Deep Dive |
| – | Vibe Rounds in Practice: A Case Walkthrough | Vibe Rounds in Practice: A Case Walkthrough |
| – | Sackett EBM Cycle Cross-Reference | Sackett EBM Cycle Cross-Reference |
| – | VibeRounds — Combined Module Reference | VibeRounds — Combined Module Reference |
| – | Tagged Case History | Tagged Case History |
| – | Tagged Case History with answers | Tagged Case History with answers |
| – | Top Insight — Points 1 & 2 | Top Insight — Points 1 & 2 |
| – | Clinical Importance Ranking | Clinical Importance Ranking |
| – | CARE Case Report & Advocate Debrief | VibeRounds — CARE Case Report & Advocate Debrief |
| – | Master Case Analysis Protocol | Master Case Analysis Protocol |
| – | Master Case Analysis: A Multi-Level Explainer | Master Case Analysis: A Multi-Level Explainer |
| – | Protocol Dependency & Network Map | Protocol Dependency & Network Map |
| – | Dashboard — Design Guidelines | Dashboard — Design Guidelines |
| – | Guided Discovery Agent | Guided Discovery Agent |
| – | Patient Needs Assessment | Patient Needs Assessment |
| – | Socratic Question Generator | Socratic Question Generator |
| – | Vibe Rounds — PaJR Analytics | Vibe Rounds — PaJR Analytics |
| – | Module — Case Lens: Critical Thinking Audit | Module — Case Lens: Critical Thinking Audit |
| – | Module SDM — Shared Decision-Making Query Generator | Module SDM — Shared Decision-Making Query Generator |
| – | Module EBM — Case → Critical Appraisal Query Generator | Module EBM — Case → Critical Appraisal Query Generator |
| – | Module AP — The Avinash Principle: Critical Hub-Node Navigation | Module AP — The Avinash Principle: Critical Hub-Node Navigation |
| – | Module RPG — Research ↔ Clinical Practice Gap Finder | Module RPG — Research ↔ Clinical Practice Gap Finder |
| – | System Prompt: The Evidence-Pyramid Trajectory Mapper | System Prompt: The Evidence-Pyramid Trajectory Mapper |
| – | Module — Case Report → Patient Story Converter | Module — Case Report → Patient Story Converter |
| – | Module — Comprehensive Care Plan Generator | Module — Comprehensive Care Plan Generator |
| – | Clinical Document Gap Analysis Finder | Clinical Document Gap Analysis Finder |
Note: Categories above cover Modules 1–57. Unnumbered reference and supplementary files listed below the module table (case walkthroughs, cross-references, and standalone protocols) are not part of this categorization.
Not standalone modules — each is layered into specific steps across the module set. See the Lifecycle Coverage Summary for exactly where.
| Letter | Framework | What it does |
|---|---|---|
| A | Humanistic Persona & Confidence-Building Trait Set | Six traits that keep every Vibe Rounds persona building clinical confidence alongside clinical competence |
| B | Fink’s Taxonomy of Significant Learning (FLINK) | Six non-hierarchical dimensions of significant learning, applied to clinical cases |
| C | Bloom’s Revised Taxonomy | Six cognitive levels (Remember → Create) applied to clinical reasoning |
| D | Vibe Rounds Critical Awareness Framework | Biases, risks, and legitimate critiques of AI-assisted clinical reasoning and of the Vibe Rounds paradigm itself |
| File | Contents |
|---|---|
| Appendix — QA & Publication Checklist | Pre-publication safety checklist and known limitations of Socratic-mode prompts |
| Lifecycle Coverage Summary | Master cross-reference of which module/step carries which framework |
.
├── Start-Here.md ← you are here
├── Module-00-Cold-Start-Orientation.md
├── Module-01-Socratic-Clinical-Reasoning.md
├── Module-02-Patient-Advocate-Case-Documentation.md
├── Module-03-Extended-Patient-Advocate-Monitoring.md
├── Module-04-Peer-Level-Ward-Round-Preparation.md
├── Module-05-Real-Time-Case-Review-and-Data-Audit.md
├── Module-06-Registry-Level-Analytics.md
├── Module-07-Longitudinal-and-Cross-Case-Learning.md
├── Module-08-Socratic-Mode-Design-Specification.md
├── Module-09-Case-Research_Protocol.md
├── Module-10-Medical-Journal-Article-Reading.md
├── Module-11-Patient-Education-Query-Intelligence.md
├── Module-12-Differential-Diagnosis-Deepdive.md
├── Module-13-Medication-Reconciliation-Polypharmacy-Audit.md
├── Module-14-Global-Health-Resource-Constrained-Clinical-Reasoning.md
├── Module-15-Illness-Script-Acquisition.md
├── Module-16-Bidirectional-Basic-Science-Clinical-Integration.md
├── Module-17-Semantic-Qualifiers-Problem-Representation.md
├── Module-18-Causal-vs-Probabilistic-Network-Reasoning.md
├── Module-19-Community-and-Social-Medicine-Insights.md
├── Module-20-Recognition-Primed-Decision-Model.md
├── Vibe_Rounds_Case_Walkthrough.md
├── Module-21-Evidence-Frontier-Search.md
├── EBM-Cycle-Cross-Reference.md
├── VibeRounds-Combined-Modules-01-20.md
├── Tagged-Case-History.md
├── Tagged-Case-History1.md
├── Top-Insights.md
├── Clinical-Importance-Ranking.md
├── VibeRounds-CARE-AdvocateDebrief-60F-EColi-Sepsis.md
├── VibeRounds-Master-Protocol.md
├── VibeRounds_case_analysis_explainer.md
├── VibeRounds-Dependency-Network-Map.md
├── VibeRounds-Dashboard-DesignGuidelines.md
├── Module-22-Nested-Analysis.md
├── Module-23-Counterfactual-Analysis.md
├── Module-24-Heuristic-Analysis.md
├── Module-25-Thematic-Analysis.md
├── Module-26-Bias-Auditing.md
├── Module-27-Time-Series-Velocity-Analyzer.md
├── Module-28-Diagnostic-Time-Out.md
├── Module-29-Iatrogenic-Domino-Effect.md
├── Module-30-Diagnostic-Anchor-Extractor.md
├── Module-31-First-Principles-Pathophysiology-Mapping.md
├── Module-32-Clinical-Cognition-Loop.md
├── Module-33-Why-Now-Precipitant-Hunter.md
├── Module-34-High-Value-Care-Auditor.md
├── Module-35-Epistemic-Certainty-Mapping-Calibration.md
├── Module-36-Bayesian-Probability-Likelihood-Ratio-Engine.md
├── Module-37-Red-Herring-Signal-to-Noise-Drill.md
├── Module-38-Poly-Crisis-Cascading-Failure-Simulator.md
├── Module-39-Global-Knowledge-Network-Diagnostic-Matrix.md
├── Module-40-Operational-Throughput-Strategist.md
├── Module-41-Clinical-Workflow-Implementation-Science.md
├── Module-42-Clinical-Pre-Mortem.md
├── Module-43-Health-Economics-Value-Based-Care-Alignment.md
├── Module-44-Clinical-Genetics-Reasoning.md
├── Shadow-Module-44-Clinical-Genetics-Adversarial-Counterpart.md
├── Module-45-Evidence-Based-Medicine-Insights.md
├── Shadow-Module-45-EBM-Adversarial-Counterpart.md
├── Module-48-Treatment-Comparative-Analysis-and-Prognosis-Trajectory.md
├── Module-49-FMEA-Analysis-and-Insights.md
├── Module-50-DRM-Diagnostic-Reasoning-Map.md
├── Module-51-Systems-Based-Clinical-Analysis-and-Insights.md
├── Module-52-CP-Clinical-Pearls.md
├── Module-53-Clinical-Guideline-Intelligence-Navigator.md
├── Module-54-System1-System2-Question-Generator.md
├── Module-55-Patient-Needs-Assessment.md
├── Module-HDM-Hypothetico-Deductive-Model.md
├── Module-CC-Clinical-Cognition-Deep-Dive.md
├── Module-PN-Patient-Needs-Assessment.md
├── Socratic_Question_Generator.md
├── Vibe_Rounds_PaJR_Analytics.md
├── Module-SDM-Shared-Decision-Making-Query-Generator.md
├── ebm-case-query-generator.md
├── VibeRounds_Guided_Discovery_Agent.md
├── Framework-A-Humanistic-Persona.md
├── Framework-B-Finks-FLINK-Taxonomy.md
├── Framework-C-Blooms-Taxonomy.md
├── Framework-D-Critical-Awareness-Framework.md
├── Appendix-QA-Publication-Checklist.md
├── Lifecycle-Coverage-Summary.md
[!NOTE] All links in this repository are relative and assume every file sits in the same directory (the repo root). If you reorganize files into subfolders, update the links accordingly.
Vibe Rounds Prompt Modules. ← Back to README