X · by Ryan Vogel
About 1,500 emails sorted in one run.
vogel
@ryanvogel
this model is actually insane at email classification i tested it on 1500 of my own emails to see how well it works and I am blown away
Sep 16, 2026 · 3.5K likesOpen on X
Ryan Vogel ran about 1,500 emails through Jev and sorted them by what each one needed.
Open the source
Riley Brown
@rileybrown
Yeah Jev by @typesafeai is very cool. It classified 500 emails in seconds. And it costed 3.5 cents.
Malek Ould-Oulhadj
@malekoo
First @typesafeai use case, live in our Mac app: setup and troubleshooting help when no model is loaded. Model downloading, load failed, API returning 503, phone won't pair: the user asks, Jev reads the question with the whole built-in manual as state and decides, with probabilities, what it is and which article answers it, or that nothing does. The app then shows the real documentation and live status. Jev decides, the app answers from its own docs. No model loaded, nothing invented. 42/42 on a held-out set: paraphrases, typos, French, German, Spanish, features that don't exist, follow-ups. Median 0.93 s. Great breakthrough by the TypeSafe team. Thank you.
Zohaib Tanwir
@zohaibtanwir
Jev is incredible - built an email classifier that is capable of classifying 50 emails in under 2 secs. That too, when Jev is hosted in us-west, and I am in India. Idea credit - @ryanvogel @typesafeai #Jev
