The photo picker made Match feel more personal, but Find still felt mostly stateless.
That created a gap in the product logic. If someone has already shown us the kinds of dogs they are drawn to, the main browsing surface should use that signal too.
I connected the picker taste signal into Find in an additive way. The key design constraint was that personalization should not make the catalog feel smaller. People still need breadth, especially when they are searching in a real geography with limited supply.
So the experience becomes more suggestive, not restrictive. Find can now highlight "Picked for you" dogs and give preferred breeds a better chance to show up near the top, while still preserving the broader browse experience.
This is the kind of personalization I like: it makes the product feel more attentive without trapping the user inside a narrow guess.