Journal

A course-to-retrieval workflow that turns AIMS lectures, manuals and the AIMS simulator into weekly, exam-format retrieval tests for the Concorso SSM — with iatroX as the unseen me...

Twenty-five reusable prompts that make QuizOdontist's AI tutor defend its reasoning on NDEB AFK items instead of handing you the answer, plus a verification and jurisdiction routin...

How to convert The Review Course's CCFP lectures and practice papers into spaced, unseen retrieval, with an honest map of what a two-day review can and cannot rehearse.

A retrieval-first schedule that turns Family Medicine Exam Prep's live CCFP lectures into timed, unseen practice, and shows exactly where the course stops and a question bank has t...

A course audit of the FourteenFish MRCGP AKT package, mapping its video teaching against the official blueprint and identifying the active-retrieval and unseen-measurement layer yo...

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...

An honest audit of SampChamp's AI feedback for CCFP SAMPs — what its automated marking explains well, where it can drift, and a three-step protocol for verifying every high-stakes ...

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 practical TrueLearn SmartBank workflow for USMLE Step 2 CK: when to trust the personalised feed, when to override it for coverage, and when to switch to timed mixed blocks.

Osmosis is a video-and-flashcard concept platform, not a Step 2 CK question bank — here is how to convert it into active recall and add the unseen, exam-format measurement layer it...