Level 0 exam — harder

Exam — fresh questions

0.1 · Recall

1. What is a diffusion model?

Random noise → denoising guided by prompt embeddings → emerging image.
0.1 · Application

2. Sonia reruns exactly the same prompt twice and gets two different images. What to conclude?

Same prompt ≠ same image: to iterate seriously, freeze the seed and change one thing at a time.
0.1 · Application

3. Sonia wants to measure the exact effect of the word 'stormy' in her prompt. Which method?

Frozen seed + a single change at a time: otherwise you never know what produced the improvement.
0.2 · Recall

4. Match each tool to its strength per the guide's landscape.

Four real philosophies: aesthetics, brief obedience, local control, Adobe integration.
0.2 · Application

5. Sonia must produce a poster with a strict brief and a perfectly readable title. Which choice?

DALL·E 3 follows complex instructions better and handles readable text — the constraint commands the tool.
0.2 · Arbitration

6. A colleague claims: 'Last year's comparison says tool X is the best, no need to test'. What verdict?

No absolute best tool: dominant constraint + official check + comparison on your case.
0.3 · Application

7. Sonia sorts her orders: mood-board, article illustration, photo of the product to sell. Which sort?

AI illustrates an idea; it does not document a reality — the product photo promises what the client will receive.
0.3 · Application

8. A client asks Sonia for a generated 'fake client' to endorse his product. What to answer?

Real people and facts: exclusion zone — with AI disclosure and a written internal framework before scaling up.
0.3 · Arbitration

9. Management wants to deploy visual AI everywhere with no rules, 'to go faster'. What verdict?

Upstream accelerator + written internal framework: explore and mock up with AI, finish with graphics tools.
0.4 · Recall

10. What are the three legal questions to distinguish?

Disputed training, ownership (ToS + local law), content: three topics, three reasonings.
0.4 · Application

11. Sonia spots in her series a visual 'in the style of' a named living artist, with a lookalike logo. What to do?

No named-artist style, no brand: the ToS settle the file, never the right to show just anything.
0.4 · Arbitration

12. For a major campaign, Sonia hesitates: 'The guide is enough as legal advice, right?' What verdict?

Reference points yes, legal advice no: kept prompts, AI disclosure, and a lawyer for packaging, campaigns and brands.
What's next?
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