Google integrated Gemini into every single place inside Google Workspace where it doesn't work, and nowhere where it would be useful Like the emoji picker, so I could find this green check emoji ✅ Does anyone still work at Google who cares about UX, or users, in general?

Cool to see more classifier models like Jev been built Good time to be a builder

It's been a wild first week in the TypeSafe Jevelopers Discord

DSPy 3.4.0 was just released! This release includes native support for Jev and System one models inside of DSPy! Use it with compatible signatures. This release also includes a brand new optimizer, ReAnchor, specifically for calibrating outputs with confidence.

Holy crap. Rick and Morty just explained Jev AI to me better than any tech demo could.

and my partner here he wanna build a product

at @MetaviewAI, over the weekend we shipped @typesafeai's jev into every agent on metaview. candidate searches in our sourcing product that took minutes now take seconds. same accuracy, ~10x faster, meaningfully cheaper per search. but the speedup isn't the interesting part. jev let us treat intelligence like software: break each agent into its smallest semantic units, query each one, set our own thresholds, and fix bugs by adding a question — not by begging in a system prompt. that's a different way to build, and it's now our baseline. credit to the typesafe team. optimizing for intelligence per dollar has unintuitive consequences. intuitive to @CompleteSkeptic, of course.

Ok so... JEV just accidentally helped me find backdoors on a family member's wifi network. 🤯 - ​Brought my laptop to code while visiting. - Decided to experiment with a JEV-powered classifier for network packets fetched via Wireshark. ​While building the tool for fun, JEV's classification caught some serious threats. At first I thought JEV was wrong, but then I got a frontier AI model to validate the findings ...and here we are factory resetting some of their devices and securing their network. 🛠️ @typesafeai's JEV powered cybersecurity is real! Crazy!! ​And as always, I'm gonna be open sourcing the network packet analyzer soon.

Jev with Exa is INSANE. > Jev without websearch confidently gives wrong outputs > Jev with websearch is literally much more accurate Try Jev (with Exa websearch) for free 👇

We have seen such an immense swell of demand that we have to temporarily pause signups for Jev. We need to ensure quality of service for our existing signups, which will continue to function. We are working diligently to ensure open access to Jev for everyone as soon as we can. Thank you.

Jev and the System One Model: RLCD, intelligence/$, reliable AI, & the end of chat-first AI latent.space/p/jev @typesafeai CEO @CompleteSkeptic explains why AI can solve extraordinarily hard problems yet still fail to automate basic work, why Jev is built for reliable decisions inside software instead of chat, why TypeSafe rejects public benchmarks and refusals at the API layer, why data and the right task matter more than brute-force compute, how System One Models could reshape coding agents and software, and why even with $1 billion he wouldn’t pre-train a model from scratch.

For the first time in my life, I witnessed a system built to handle hypothetical high load (normally, it would be called "over-engineered") _actually_ get hit by *crazy* high load, and then endure it successfully.