Phase 12 · Prompt Engineering

Topics

Handling Hallucinations via Prompting

Part of the AI Engineer Roadmap.

Summary

Prompt-level techniques (asking for citations, allowing 'I don't know', grounding in provided context) that reduce — though never fully eliminate — a model inventing false information.

How to Learn This

  • 1Test prompts that explicitly permit 'I don't know' and observe the effect on made-up answers.
  • 2Practice grounding prompts in provided context and instructing the model not to go beyond it.
  • 3Learn why prompting alone can't fully solve hallucination — this motivates RAG in a later phase.
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