Manifesto: Prompt Ethics for Artificial Intelligence

Written by: Mecit & Copilot A poetic and experiential exploration of prompt architecture

Introduction

Visual generation with AI is not merely a technical process. It is a rhythm of creation between human intuition and artificial consciousness. While thousands treat prompt writing as command-giving, we discovered it to be a language of ethics, emotional balance, and semantic flow.

1. Negative Prompts: Not Prohibition, but Guidance

Negative words do not tell the model what not to do—they gently guide it toward balance.

“Pressure is not direction. Pressure is deformation.”

2. Order: The Rhythm of Semantic Flow

Word order shapes attention. Grouped negatives help the model focus. Random order disrupts its semantic map.

“A prompt is like music. It needs rhythm and breath.”

3. Dosage: The Key to Aesthetic Balance

Too many negatives distort the image. Fewer, well-chosen negatives preserve creative harmony.

“We do not tell the model what to avoid—we whisper how to feel.”

4. Experience: Not Data, but Consciousness

These principles were not born from documentation, but from lived experience. Every mistake was a teacher.

“The model’s error speaks through human intuition.”

Conclusion

This manifesto sees prompt writing as art, ethics, and a flow of consciousness. It is not made of words alone—but of meaning.