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15 hard questions across the advanced tutorial: model-specific adaptation, reasoning trade-offs, semantic schema validation, prompt injection, multilingual evaluation, long-context failures, sampling experiments, caching trade-offs, held-out testing, judge bias, cost and quality, hardening, regression triage, reporting and handover.
All questions on one page
Scroll through the whole paper and answer in any order, like a real exam.
Pass mark
You need 9 of 15 marks to pass.
Timed
You get 25 minutes. The exam submits automatically when time runs out.
15 questions, 1 mark each. Pass mark: 9. Some questions have more than one correct answer, and some ask you to type a short answer. Prompts and model replies shown in questions are invented examples for practice: judge them with the checks the tutorial teaches, not by how fluent they sound. Code in questions is Python 3.12 and needs no API key.
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