A new AI model launched this week that can't write a single sentence That's the whole point It's called Jev, from a startup called TypeSafe AI, built by one of the people who helped train ChatGPT Every model we talk about lately, GPT-6 Astra, Fable 5.1, is built to think out loud and answer you like a person Jev does the opposite. You feed it information and a bunch of quick questions. It just replies with instant decisions and how confident it is. No paragraphs, no explanations For example: Ask an AI Agent "is this email urgent?" → A normal AI writes you three lines explaining why. → Jev just says "yes, 92% sure" in under half a second. Why people are paying attention: - Speed: replies in 70-500 milliseconds - Cost: almost free per response, since there's barely any output to pay for - Claim: up to 190x faster and 400x cheaper than regular AI models on tasks like sorting, tagging, or picking what to do next - Adoption: became the fastest-adopted model on Vercel's AI gateway within three days It's not here to replace GPT or Claude for writing or reasoning. It's meant to sit next to them, handle the boring quick decisions, and let the expensive smart model only step in for the hard stuff. If you're building AI agents, would you trust a model that never explains itself, only gives you a number?

I wrote a rather long article, but I'm sure you'll find it useful. I’m pretty sure at least a few people reading this have tried selling websites before, and maybe some of you are still doing it. I think instead of messaging a business saying “I can build you a website,” it makes a lot more sense to prepare the website first and show it in the first message. The problem is, you never know who is actually going to buy the website and who isn’t, so building a separate website for every business manually takes way too much time and money. That’s why I wanted to automate the whole thing. The system will find businesses on Instagram through Apify, filter out the ones that already have websites, create a separate folder for each business and build a different website for each one. After that it will also prepare a personalized Instagram message and leave it as a draft, so the only thing left for us to do is check the website, check the message and press Send. Apify already gives $5 of free credit on a free account, so at least in the beginning the business finding side can be done almost for free. The system will also save good designs, components and sections it finds on GitHub or creates itself into its own archive, so the more websites it makes, the bigger its own design library becomes and eventually it may not even need GitHub that much anymore. I thought some people might want a clearer and more detailed explanation of the project, so I wrote a longer explanation and gave it to ChatGPT and asked it to rewrite it in the way I normally talk. I’m leaving the full version below. At first I wanted the whole system to run completely with a local AI model. My PC has an RTX 4060 8GB, an i5-12400F and 16GB RAM. I was running Qwen3.5-9B-Instruct-GGUF Q4_K_M, and at around 12k context, if I remember correctly, GPU usage was somewhere around 86-88%. The model worked, but it wasn’t really good enough for the kind of code editing, debugging and adapting external components into existing projects that I wanted it to do. And with only 8GB VRAM I can’t comfortably run much larger models either, so I decided I don’t want the whole system to depend on a local model.