Artificial Intelligence, Data and Emerging Technologies

AI Prompt Engineering Lab

Improve a weak prompt, compare outputs, spot hallucinations and missing context, and produce a cleaner decision-ready response.

Virtual room

AI operations room with workstations, model boards, prompt console, and evaluation wall

Flags vague instructions, hidden assumptions, weak context, shallow evaluation, and formatting misses.

Tools and materials

  • Prompt console
  • Output comparison wall
  • Bias checklist
  • Evaluation terminal

Task sequence

  • Read mission brief
  • Run prompt variants
  • Flag output weaknesses
  • Rewrite the prompt
  • Submit evaluation report

Score criteria

  • Prompt clarity
  • Output diagnosis
  • Reasoning quality
  • Proof record quality