Invoice extraction with an LLM: define missing values before writing to a databaseAn invoice parser needs more than valid JSON. It needs an explicit rule for missing fields, ambiguous amounts and the point where a person takes over. I'm vita from Tokatlas. This guide describes an e2d ago · 4 min readvitayao.hashnode.dev
Your AI API timed out. Should you hit retry?You send a request, wait, and get a timeout. The natural next step is to try again. But before doing that, there’s one thing worth checking: did the first request actually stop? I’m vita from the Toka3d ago · 2 min readvitayao.hashnode.dev
Before choosing a cheaper AI API, measure cost per accepted taskA lower token price is easy to compare. The cost of getting a usable result is harder. I'm on the Tokatlas team, working on a commercial multi-model API platform. This is a proposed evaluation checkli4d ago · 4 min readvitayao.hashnode.dev
