2026-11-02 · America/Los_Angeles · 社区动态 · #16

Assume your users don't know how to use LLMs

Posting this here in case it helps someone dealing with the same problem. I run a data analyst AI assistant for e-commerce stores and almost all of my clients are small stores run by 3-10 people. Naturally, most of them are not highly technical, as those with more advanced technical skills tend to build their own solutions through agent harnesses. I have my agents running on cloudflare and I trace all of my customers' conversations through MLflow for observability. A month ago, I decided to analyze the MLflow traces to see the distribution of cost per conversation and I found that a few of…

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