Building a 12-language AI product search on the edge: what actually broke

I run OneFindMe, an AI product-search front end for

AliExpress. You describe what you want in plain language — in any of 12 languages

— or upload a photo, and it returns the product, similar items, and cheaper

alternatives. It runs entirely on a Cloudflare Worker with an LLM doing the

language work.