FlintFlintby Torch
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Turn your best prompt into a system

Rung 7 of 10 · Refinement loop

The move · Refinement loop

A prompt you rewrite every time is a chore; a saved one is an employee. Test your best prompt on three real cases, patch where it breaks, then save the hardened version where you'll reuse it.

You are a prompt engineer. Here's my working prompt and three real inputs it handled unevenly. Diagnose why the weak outputs happened, harden the prompt against all three cases, and give me the final version to save as my reusable template.
[prompt + 3 cases]

Your turn

Your quote-drafting prompt works great — except when the job has a change order, then it mangles it. Write the prompt that fixes your prompt.

Remember: the AI sees only your prompt — not this page. If the situation isn't in your prompt, it doesn't exist.