A structured prompt library that turns any large language model into a Socratic tutor — one that questions rather than answers, so the reasoning stays yours.
#VibeRounds · Dr. Avinash Kumar Gupta · June 2026Most people use AI as an oracle — paste in a case, get a diagnosis. Vibe Rounds flips that entirely. The AI is configured to question, not answer, forcing the learner to construct their own reasoning before any guidance is offered. When students can get a differential on demand, the effortful cognitive work through which clinical competence is built gets bypassed. Vibe Rounds prevents that bypass.
Each module is a self-contained prompt workflow with its own lifecycle (Initiation → Execution → Closure). Jump straight to the one that fits your session — or start at Module 0 if you're new.
Run a case link through all 21 modules in one orchestrated pipeline. Each stage hands off explicitly to the next — no gaps fall through.
Extracts a structured clinical record from the case source. Every absent field is explicitly marked [NOT DOCUMENTED] — gaps become visible artefacts, not silent omissions.
Matches the case's clinical features against all 21 modules. Minimum 8–15 usable prompts identified, preventing the model from defaulting to a single familiar lens.
Scores every mapped prompt 1–10 on whether answering it would change clinical management. Separates high-stakes reasoning from completeness for its own sake.
Full clinical-depth answers to every prompt scored 8–10. Patient-specific — no generic textbook content. Each answer tags information gaps for Stage 7.
Top 10 clinical insights extracted by convergence — findings that multiple structurally distinct modules independently surfaced, not findings any single prompt flagged alone.
→ File 1: TopInsights.mdA full 12-field CARE-format case report plus a structured "what did the family caregiver need to know, and when" debrief with minimum 5 inflection points.
→ Files 2 & 3: CaseAnalysis.md · CARE-AdvocateDebrief.mdPools every flagged information gap from Stages 1, 4, and 6 into one deduplicated, prioritised "what to ask / examine / order next" list — the single most actionable output of the pipeline.
→ File 4: FurtherInfo.mdExplore a live demonstration of the Master Protocol outputs, featuring the interactive pedagogical dashboard and comprehensive clinical documentation.
Access the complete, structured PDF export containing all pedagogical frameworks, case reasoning, and the full CARE report outputs.
Not standalone modules — woven into specific steps across M0–M21. These give every module access to the same underlying educational theory rather than each one inventing its own.
Six traits that build clinical confidence alongside clinical competence. Key design rule: specific affirmation before challenge — naming the exact reasoning move, not generic praise. Challenge without affirmation triggers defensive cognition.
Six non-hierarchical learning dimensions — foundational knowledge, application, integration, human dimension, caring, learning-how-to-learn — applied to keep every closure step producing durable, transferable insight, not just an answer.
Six cognitive levels (Remember → Understand → Apply → Analyse → Evaluate → Create), mapped explicitly to clinical reasoning tasks. Used to scaffold caregiver understanding and to calibrate the difficulty ratchet between sessions.
A standing closing prompt that names the cognitive biases the framework itself is susceptible to — automation bias, anchoring, hallucination risk, rare-diagnosis overweighting — with structured debrief prompts to counteract them. The protocol auditing itself, by design.
Vibe Rounds serves four distinct user groups. Each has a different starting module.
Start at M01 – Socratic Reasoning. Use M04 before supervised ward rounds. Use M17 to sharpen your problem representation before any case discussion.
Start at M02 – Patient Advocate Documentation, then M03 for ongoing monitoring. Use M11 when you need plain-language explanations of what is happening.
Use M05 to audit a live patient log. Use M09 for a complex case you want to write up. Use M13 when polypharmacy is a concern.
Use M08 to audit and quality-check any Socratic prompt you are writing or revising. Run Framework D at the end of any session to counter bias.
New to Vibe Rounds? Let the cold-start orientation route you to the right module before any clinical content is entered.