Agentic Design
Open research into autonomous image and video prompting that aims to avoid the familiar, polished “AI look”.

What it helps with
Autonomous creative tools tend to repeat a small visual vocabulary: cinematic light, glossy surfaces, centred compositions, and culturally vague scenes. The research looks for more grounded ways to describe the picture before it is made.
What was built
The public repository contains research and working notes on image and video prompts, with close attention to production design, material, colour, lighting, composition, architecture, and ordinary human scenes. The source does not support a mature autonomous production framework, so this case presents the work as prompt and visual-language research.
What made it different
This was an early attempt to treat creative prompting as a design discipline rather than a bag of impressive adjectives. The work is strongest when it observes something specific and lets that observation shape the image.
“Be original” is not a creative direction. Material, light, composition, and cultural reference need to be described with care.
What it demonstrates
- Research-led prompt direction
- Image and video concept notes
- Visual-language study across material, light, and composition