Journal

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...

Twenty-five reusable prompts that turn Lecturio's AI Tutor into a reasoning coach for USMLE Step 2 CK, plus an anti-answer-leak rule and a weekly verification routine.

A seven-day workflow that turns Boards & Beyond's Step 2/3 clinical videos into active recall and exam-format question practice, with iatroX as the unseen measurement layer.

A checklist of the evidence you actually need — blueprint coverage, hidden blind spots, interpretation skills, guideline recency and unseen performance — before you can say you hav...