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Prompts and the "Aesthetics of Constraint"—The More Restrictions, the More Interesting AI Becomes (Generative AI Prompt Textbook 19)

 When told, "You can write whatever you want," you surprisingly end up unable to write anything.
When words are too free, they float in the air. A composition started without a set theme often settles into thin, generic prose that feels like something you've seen somewhere before.

 Strangely enough, when there are "limitations," creativity actually begins to move.

 This principle applies not only to humans but also to generative AI.
 In fact, it is precisely when AI is given limitations that it sometimes shows “creativity that turns those limitations to its advantage.”

 Yes, constraints can be a catalyst for creativity.

Why “binding” AI makes its output more interesting

  • Having a framework creates “twists” and “ingenuity” in the content

  • Trying to convey information within a limited word count increases the “compression ratio”

  • When there is a gap between the theme and the format, it creates the “unexpected”

In other words, when you intentionally add constraints to a prompt, the AI begins to “dance within the frame.”

Prompt example with constraints ① (Specifying a format):

Summarize the following text in the “5-7-5-7-7” tanka format. The theme is “what it means to work.” It can be abstract, but make it evocative.

→ What emerges is a hybrid of “poetry” and “structured inquiry.” A moment where you catch a glimpse of the AI's linguistic sense.

Prompt example with constraints ② (Vocabulary restriction):

Please explain “generative AI.” However, limit the words you use to a first-year junior high school level, and do not use technical jargon. The reader is a fifth-grade elementary student.

→ As a result, the AI's ability to explain difficult things in a way that makes them “understood from the roots” is tested. This is also a good learning experience for humans.

Prompt example with constraints ③ (Writing style and sentence count):

Write an essay with a touch of irony about the future of AI. However, keep it within 5 sentences. Furthermore, make the last sentence a question.

→ Precisely because there are limitations, a sharpened intelligence appears in the choice of words. This is when AI “appears to be thinking.”

 Furthermore, creating a “gap between theme and format” is also effective.

Prompt example with constraints ④ (Mismatch):

Please explain the "ethical issues of generative AI" in the style of an Edo-period merchant's diary. Use period-appropriate phrasing and vocabulary, and ensure all sentences end with "-de gozaru."

→ The theme is modern, the narrative style is classical.
This "discrepancy" creates new discoveries and humor.


Constraints are not boring rules. They are the "walls" that reflect creativity.


Without a wall, a ball will not bounce back. Likewise, without constraints, AI's words simply "flow away."

And above all,the ability to design constraints is where a prompter's skill truly shines.By designing not just "what to make the AI do," but "under what conditions to make it do so," the output reveals a completely differentexpression.

A prompt is not a command for an AI.
It is a blueprint for a playgroundand a rulebook that determines how to play there.
And,good play comes from good rules.

Next time is finally the last installment.
The theme is, "Prompts and 'Humanity'—Re-examining the Meaning of 'Writing' in the AI Era."
No matter how much tools evolve, will 'humanity' remain?
I will talk about our own image as seen through the mirror of the prompt.


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