Prompt Lab

Prompt Lab #1: Dissecting 'Tokenization' Logic in AI Art

Prev Back to Blog Next
Prompt Lab #1: Dissecting 'Tokenization' Logic in AI Art

Welcome to Prompt Lab, Cybermaxia's new category dissecting the science behind AI commands. Today we discuss: Tokenization.

Scientific Concept: Vector Embeddings

AI doesn't read English. It converts words into numbers (vectors). Words at the start of a prompt carry higher 'attention weight' than those at the end.

Case Study: Adjective Order

Observe the difference between these two prompts:

Prompt A: A futuristic cybermaxia office, blue neon, cinematic lighting
Prompt B: Blue neon cinematic lighting, a futuristic cybermaxia office

Analysis: Prompt B yields a more abstract image focused on color/light, because 'Blue neon' tokens are processed first in initial denoising steps. Want a clear subject? Put Subject first. Want dominant atmosphere? Put Style first.

CONTACT US

Ready to discuss your project? Contact Cyber Matrix experts now.

START DISCUSSION