Level 0 exam — harder

Exam — fresh questions

0.1 · Recall

1. What does an LLM fundamentally do?

The LLM predicts plausible text: brilliant on form, no guarantee on facts.
0.1 · Application

2. Amine asks his assistant “847 × 293?”. What should he do with the result?

LLMs calculate approximately: every figure is verified at the source before use.
0.1 · Arbitration

3. Two drafts: one fluent but unverified, one rough but checked. Which one to share?

Fluency is never proof: share the verified, not the plausible.
0.2 · Recall

4. What is criterion No. 1 for choosing an assistant AT WORK?

Company data → approved tool; integration with the ecosystem does the rest.
0.2 · Application

5. Amine must write with internal figures. Which tool should he choose?

Internal data → company-approved business tool only; the rest to the favourite assistant.
0.2 · Application

6. What do Copilot on the Microsoft side and Gemini on the Google side mean for the choice?

Copilot lives in Office, Gemini in Google Workspace: integration makes the difference.
0.3 · Application

7. Amine mixes everything into one thread and answers become confused. What advice?

One clean thread per topic prevents old contexts from polluting answers.
0.3 · Application

8. Amine changes topic after a long conversation. What should he do?

Memory holds within the thread, not between threads: new topic = new thread + context.
0.3 · Arbitration

9. Before his first professional use, which setting should Amine check first?

Privacy settings are checked from sign-up, before any real use.
0.4 · Recall

10. What is a hallucination?

Undetectable by tone: figures, references and quotes are always verified.
0.4 · Application

11. The assistant cites three books with links. What should he do before sharing them?

Memory-generated links may be broken: only the real content of pages counts.
0.4 · Arbitration

12. Document for a client with AI-assisted figures. What verification?

The higher the stakes, the heavier the verification: external use requires systematic checking.
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