AI CertArena

Topic drill

Prompt Engineering and Structured Outputs

Practice system prompts, XML tagging, context boundaries, few-shot conditioning, and strict JSON schemas.

25 scenario questions across certification banks

Practice scenarios

  1. What explains the zero hit rate?CCAR-F · Prompt Engineering & Structured Output
  2. Which change to the request restores that control?CCAR-F · Prompt Engineering & Structured Output
  3. Which change should the team make first?CCAR-F · Prompt Engineering & Structured Output
  4. Which post-parse step addresses those rejections?CCAR-F · Prompt Engineering & Structured Output
  5. Which approach fits this workload best?CCAR-F · Prompt Engineering & Structured Output
  6. Which control prevents the refund even if every screening layer misses the injection?CCDV-F · Prompt & Context Engineering
  7. Which check does the application still have to run?CCAR-F · Prompt Engineering & Structured Output
  8. Which output contract fits that consumer?CCAR-F · Prompt Engineering & Structured Output
  9. Which prompt structure most reliably separates the three kinds of content?CCDV-F · Prompt & Context Engineering
  10. What should replace the prefill?CCDV-F · Prompt & Context Engineering
  11. Which strategy keeps the thread coherent as it grows?CCDV-F · Prompt & Context Engineering
  12. Which prompt change most directly addresses the tone and rigor?CCDV-F · Prompt & Context Engineering
  13. How should examples be added to the prompt?CCDV-F · Prompt & Context Engineering
  14. What should replace the prefill?CCAR-F · Prompt Engineering & Structured Output
  15. Which prompt restructuring should you try first?CCAR-F · Prompt Engineering & Structured Output
  16. Which revision makes the schema valid without losing the bounds?CCAR-F · Prompt Engineering & Structured Output
  17. Which change makes the model itself emit an integer?CCAR-F · Prompt Engineering & Structured Output
  18. How should the examples be revised?CCAR-F · Prompt Engineering & Structured Output
  19. How should the prompt be reordered?CCDV-F · Prompt & Context Engineering
  20. Which prompt change most directly addresses this?CCDV-F · Prompt & Context Engineering
  21. What is the simplest prompt fix?CCDV-F · Prompt & Context Engineering
  22. What prompt change should the team make?CCDV-F · Prompt & Context Engineering
  23. What is the recommended first step?CCDV-F · Prompt & Context Engineering
  24. How should the instruction be delivered?CCDV-F · Prompt & Context Engineering
  25. Where should the developer place that instruction?CCDV-F · Prompt & Context Engineering
Browse all study guides →