You are buying the same 2,000 tokens on every LLM call. Prompt caching is the refund.
There is a line item in your LLM bill that no dashboard breaks out for you, because from the provider's side it does not look like waste at all. It looks like exactly what you asked for: you sent 2,30
jaytank.hashnode.dev9 min read