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📘 Keep prompt from meaning magic spell

Prompts condition an instruction-tuned model — they are not magic spells. Structure, examples, and output contracts make product behavior testable.

3
lessons
~15 min
to learn
Adults
level
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What you’ll learn

  1. Conditioning not commandsTreat prompts as conditioning, not spells.Stochastic models need clear jobs and constraints.
  2. Anatomy and techniquesUse anatomy, examples, and structure.Few-shot and formats are tools with costs.
  3. Contracts you can testVersion and eval prompts like product code.Golden sets catch silent regressions.

Grounded in trusted sources

  • Brown et al. (2020), Language Models are Few-Shot Learners
  • Instruction-following / prompt engineering primers
  • Chain-of-thought prompting papers (context)
  • Structured output / JSON schema product notes
  • LLM eval and golden-set practices
  • Prompt versioning habits for AI products

Every Wunder lesson is built from real, reputable sources — never invented.

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