Essays, role guides and pathway judgements are written by James. Certification facts are checked against the awarding body's own pages, and labour-market figures link to the published report they come from, with its date.
Paid reports and some drafting use AI assistance inside a framework James wrote. AI output is never treated as evidence, and product pages say where it is used.
Classroom and interview scenarios are simulations. The organisations, tickets and people in them are fictional, and they have not yet been evaluated in classroom trials.
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