AI use case

Sort your whole inbox on your laptop with an open model that can send nothing

A team built an inbox assistant that runs fully on a laptop with a 9 billion parameter Qwen model in Ollama. It can read mail and calendar but cannot send, delete or forward. Sorting one email per request found all 16 emails needing action in a 37 email test inbox, and plain code checks flagged all 6 planted scam emails.