Journal

An honest grounding, feedback and hallucination audit method for an AKTRevision-style AI tutor for the MRCGP AKT, published with the finding that the named product could not be ver...

A format-by-format audit of eMedici for RACGP Fellowship — questions, notes, mocks, analytics and feedback — mapped against the official AKT, KFP and CCE assessment, with the modal...

How to read the RACGP's own official AKT, KFP and CCE material for the blueprint signals most candidates miss, and how to convert them into question quotas and practice conditions.

A grounding, reasoning and hallucination audit protocol for the PassGP AI tutor for RACGP Fellowship, plus an honest account of the component no AI tutor reproduces well.

A structured MediWord UKMLA workflow covering topic blocks, mixed blocks, error-coded review and evidence-based exit criteria, with a protected pool of unseen questions for honest ...

A first-pass, review and exit workflow for using MedSnapp's gamified active-recall tools for the UKMLA applied knowledge test while protecting a pool of unseen questions for honest...

A concrete workflow for using MedRevisions' analytics and adaptive features for the UKMLA applied knowledge test while protecting the low-volume blueprint domains its personalised ...

An integrated first-pass, review and exit workflow for eMedica that combines its taught crammer courses and exam-styled mocks with active self-testing, keeping iatroX back as the u...

MedRevisions runs a genuine adaptive engine, but it covers PLAB 1 and the UKMLA AKT—not the MSRA—so here is how to run an adaptive first-pass, review and exit workflow on a bank th...

The RARE protocol for official exam-body practice material — ration it, sit it once under exam conditions, read the score against the official standard, and extend with unseen bank...

A Q-bank analytics glossary that names, for every common dashboard metric, what candidates misread it as and the valid alternative that actually licenses a revision decision.

A six-step VERIFY loop and a reusable Guideline Ledger for checking that a Q-bank explanation's threshold, first-line drug or screening interval matches the guideline your exam act...