Improve a prompt in five attempts, one change at a time
https://patrickz.ai/learn/practice-ai-in-five-attempts/

OUTCOME
Run five controlled attempts at one small task, in one sitting or one a day, and keep evidence of improvement.

YOU NEED
A chat assistant, a short sample text and a notebook or spreadsheet. Use the same tool for all five attempts. Use the practice note below.

PRACTICE MATERIAL
Community garden: spring update (fictional)

Thanks to everyone who came to Saturday’s planning meeting in the shed. Here is where things stand. The water supply has been switched back on for the season, and the compost bays came through the winter in better shape than we expected. The gate lock that kept sticking has been replaced, and the new key is on the hook inside the shed door, not under the mat.

We agreed that the raised bed by the fence will grow herbs this year, and several of you said you would like to help plant it. Ana Ruiz has offered to collect everyone’s seed requests and place one combined order with the supplier, so please send her the variety and the number of packets you want by Friday, because the supplier’s spring discount ends after that. Anything that arrives later will have to be ordered separately at full price. If you borrowed a rake, a hoe or a watering can last season, please bring it back to the shed so we can see what we have.

The main event is clean-up day. We will clear the paths, turn the compost, mend the two broken bed frames and take the old netting to the recycling center. We do not yet know the date: the hall where we have lunch afterwards has not confirmed which weekend is free, so please keep the last two weekends of the month open for now. Bring gloves if you have them; spare pairs will be in the shed. If you have never been to a clean-up before, you are very welcome. Newcomers can pair up with someone who has done one, and there is always tea and far too much cake. Thank you all for the energy you have brought this year. It is going to be a good season.

1. Choose a measurable skill
Use “summarize a 300-word note in 60 words without losing the deadline.” Write the success criteria before generating anything. Keep the task small enough to finish in one sitting.

2. Save attempt one
Paste the prompt below with the practice note, unchanged. Record the result, then score deadline preservation, factual accuracy and length yourself with pass/fail marks.

3. Change one instruction
For attempts two through five, alter one variable: audience, format, explicit deadline preservation or a worked example. Keep the source text and the tool unchanged. Log the output, the correction you needed and the minutes spent.

4. Compare and explain
Choose the best attempt using the original criteria. Write which instruction helped and one case where it might not work. Save that prompt as a reusable starting point, and pick your next practice target from the weakest check in your log.

PROMPT
Summarize this note in 60 words or fewer: [paste the practice note]

EXAMPLE / EXPERIMENT
“Make it better” changes an undefined number of things. “Keep the Friday deadline in the first sentence” produces a change you can actually evaluate. Across a week the log shows it too: if the first attempt needed twelve corrections and the fifth needed two, you have evidence, not just a feeling.

Attempt 2: one change: Add one sentence to the attempt-one prompt: “Keep the Friday seed-order deadline in the first sentence.” Change nothing else.
Log line (fictional): Attempt 2: deadline ✓ · facts ✓ · 58 words ✓ · 1 correction · 3 min
Optional, after attempt five: Paste your log and ask: “Here is my attempt log: [log]. Which single change helped most, and what should I change next? Do not rescore the attempts or write new ones.”

CHECK YOUR RESULT
[ ] The input stays the same for five runs.
[ ] Only one instruction changes between runs.
[ ] Your preferred output wins on the written criteria.
[ ] Your next practice target comes from the attempt log.

IF IT FAILS
If all five attempts are similar, choose a harder input with an ambiguity or exception. If the rubric is subjective, rewrite it as something you can observe. If a daily session keeps running out of time, halve the task; if trying new tools becomes the activity, return to the same task for two more attempts.

MY RESULT / NEXT CHANGE