Generative Vision Interview Questions, issue 1, Jun 8, 2026

The Noise Schedule Trap

Senior AI Engineer interview at Midjourney, and the interviewer asks:

Your diffusion model generates photorealistic textures, but the global shapes are completely mangled ( for example three-headed teddy bears ). The architecture is flawless. What phase of your forward noise schedule (𝛽_𝑡) is failing, and why?

When your diffusion model generates perfect textures but three-headed teddy bears, architecture isn't the problem, it's a hidden SNR starvation quietly destroying your structural gradients.

The full answer, with the mechanism and the arithmetic, is for paid subscribers on Substack.

Read it on Substack

Get the next one

Free on Substack. Unsubscribe in one click.