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# Visual AI's Real Challenge: Generating Usable Code, Not Just Images
- URL: https://adjacent.media/signals/visual-ais-real-challenge-generating-usable-code-not-just-images/
- Published: 2026-06-02T16:13:52.000Z
- Updated: 2026-06-02T16:13:52.000Z
- Description: The constraint that matters isn’t whether AI can produce a final visual—it’s whether that visual comes with the underlying code designers and developers can actually edit and iterate on.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, AI & ML, generative AI, visual computing

Source: [a16z](https://open.substack.com/pub/a16z/p/the-next-frontier-of-visual-ai-is)

The constraint that matters isn't whether AI can produce a final visual—it's whether that visual comes with the underlying code designers and developers can actually edit and iterate on. Tools like Figma's AI features and 3D modeling assistants show that pixel-perfect outputs are table stakes; the competitive advantage is now in producing structured, manipulable representations (CSS, vector paths, 3D asset hierarchies) that integrate into real workflows rather than dead-end image files. This explains why generalist image models have limited design tool adoption despite their technical sophistication—they solve the wrong problem.