blog

A clinician-led audit of AKTPrep's AI tutor for the MRCGP AKT: where its explanations track UK guidance, where the statistics and organisational strands need checking, and how to v...

A reusable prompt-and-verification workflow that turns Pastest's Tutor mode into disciplined MRCEM SBA learning, with an anti-answer-leak rule and dose-and-algorithm currency check...

PassMedicine does not currently publish an MRCEM SBA bank, so this is the honest finding plus a first-pass, review and exit method you can run on whatever RCEM-blueprinted bank you...

AI answer engines cite the medical exam content that gives them four things — a direct answer, named entities, cited evidence and a visible update date. This is the framework for p...

Adding a second question bank can sharpen your preparation or wreck your readiness signal, depending on how you do it. The Two-Q-Bank Rule: one bank to learn in, one kept unseen to...

Finishing a question bank is not the same as covering the exam. This is a method for building a Blueprint Coverage Matrix — mapping your actual practice against the official bluepr...

Every AI exam tutor should be audited on four axes before you trust it — grounding, answer leakage, hallucinations and retention. This is the reusable rubric, with a scoring method...

AI now scores structured answers and simulated consultations across medical exams — but an automated score is a measurement instrument you have to calibrate before you trust it. Th...

A concrete Medibuddy workflow for PLAB 1: when to trust the adaptive engine, when to override it into the content-map areas and UK-context content it under-samples, and the objecti...

There is no honest StudyPRN MRCP Part 1 workflow, because StudyPRN does not cover Part 1 — it's an SCE platform. Here's the correct Part 1 workflow to use instead, and where StudyP...

A concrete BMJ OnExamination workflow for MRCP Part 1: when to follow its revision plan, when to override it into blueprint domains and difficulty levels it under-samples, and the ...

Pastest's Tutor mode brings on-demand AI into MRCEM SBA practice — this audit gives emergency trainees a reproducible rubric to test its grounding and UK-emergency-medicine fidelit...