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Working with AI

Five habits of the people who actually work with AI

They do not use a different model and they do not write longer prompts. They work in a loop: give context, ask, verify, correct in place, and save what worked.

HabitsMethodPractical

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Six months into a company-wide subscription, two groups appear. A handful of people for whom AI has become a daily tool, and everyone else, who open it occasionally and leave disappointed. The difference is not technical. It is five habits, and all five fit in one sentence each.

1

They start from the company's documents

Not from a blank page

2

They ask for one clear task

With a format and a length

3

They check the sources

Especially figures and dates

4

They give feedback in the same chat

They do not open a new one

5

They save what worked

As an instruction or a template

What was saved becomes the starting point next time

The five habits as a loop. The fifth feeds the first step of the following month.

Why the fourth one matters

The usual reflex, when the first answer is poor, is to close the chat and start again with different wording. That is precisely the wrong move: you throw away everything the model had worked out and begin from nothing. Correcting inside the same conversation — “too long”, “drop the pricing part”, “write it for a client, not for a colleague” — gets there in three steps, where rephrasing never gets there at all.

The fifth is the one that compounds

Once you finally land the right shape for a quote, a complaint reply or a meeting summary, that shape has to leave the conversation. Saved as a standing instruction or a template inside the project, it becomes the starting point for everything that follows. Unsaved, it is gone the same day.

Prompts do not accumulate. What you saved out of them does.

Terms used here

Correction loop
The request — answer — note — new answer sequence, carried out inside one conversation.
Template
A validated shape, kept in the project, that later requests of the same kind start from.

Where to start

  1. 1Pick one task you do weekly and do it only with AI for a month.
  2. 2Always correct inside the same conversation. Do not open a new one.
  3. 3At the end, save the good version into the project and start from there next month.
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    Five habits for working with AI | Clean Code Culture