When to Refine vs Start Fresh

When a conversation is not producing good results, many users keep trying to fix it rather than starting over. This is the sunk cost trap — the longer you have spent on a conversation, the harder it feels to abandon it.

But sometimes the fastest path to a good output is to close the conversation and write a better initial prompt. Knowing when to make that call is a key skill in prompt engineering.

If you have corrected the same error two or three times and the model keeps reverting to it, that is a strong signal to start fresh.

Common examples:

• You ask for bullet points, it writes prose, you correct it, it writes prose again
• You specify a technical audience, it keeps using beginner-level explanations
• You say no disclaimers, it keeps adding them

Repeated reversion usually means the instruction needs to be in the original prompt, not added mid-conversation.