Invoice extraction with an LLM: define missing values before writing to a databaseDefine invoice fields, missing-value rules and acceptance cases before connecting an LLM extraction step to your database.4 min read·vitayao.hashnode.devOct 29
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 Toka2 min read·vitayao.hashnode.devOct 28
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 checkli4 min read·vitayao.hashnode.devOct 27
