08-ai-development

Prompt Library

08-ai-development/prompt-library

Prompt Library

Overview

A prompt library stores reusable prompts that consistently produce useful engineering output.


Why It Matters

Reusable prompts save time and improve quality by capturing what works.


Core Concepts

  • Good prompts are specific.
  • Good prompts include constraints and examples.
  • Good prompts ask for reviewable output.

Mental Models

Think of prompts as interfaces. The better the input contract, the better the result.


Best Practices

  • Capture proven prompts.
  • Include the task, context, and desired output format.
  • Keep prompts short enough to reuse.

Common Mistakes

  • Storing generic prompts no one uses.
  • Forgetting to update prompts when the workflow changes.
  • Mixing too many goals into one prompt.

Trade-offs

More prompt detail can improve output, but too much can make prompts brittle.


Decision Framework

Prompt typeBest for
DraftingStructured writing
ReviewCode or text critique
ExtractionSummaries and checklists

Examples

  • “Review this diff for bugs, regressions, and missing tests.”

Checklists

  • Is the prompt specific?
  • Does it define the output shape?
  • Is it reusable?

Senior Engineer Notes

Senior engineers keep a small library of prompts that consistently improve signal, not a giant pile of one-off experiments.


Further Reading