煜煜华inxpla-engineering.hashnode.dev·14h ago · 4 min readA Request State Machine for GPT Image 2 Product ImagesThe most expensive image API bug is not always a failed request. Sometimes it is a request that succeeds twice. I saw why a normal “retry” button is too vague for a GPT Image 2 API workflow: a timeout00
煜煜华inxpla-engineering.hashnode.dev·21h ago · 3 min readHow I Design Comparable TikTok Shop Product SnapshotsWhen I build a product-research workflow, the most dangerous bug is not always a failed request. It is a successful request whose output gets mislabeled. A cumulative sales field can be useful. It bec00
煜煜华inxpla-engineering.hashnode.dev·1d ago · 9 min readUnified AI API Tutorial: Keep Model Contracts ExplicitWhy I wrote this When I review a unified AI API, I do not start by counting model names. I start by checking which contracts are explicit, which jobs are asynchronous, and where the application must k00
