@5uck1ess: Jev is a new AI that can't write a single sentence. That's deliberate. It's a classification model from TypeSafe AI, made by one of the guys behind ChatGPT. You give it a list of options, it gives you back a probability for each. No prose, no reasoning out loud, no waiting for it to type. A normal LLM writes one word at a time and you eat the latency on every single one — Jev scores the whole thing in one shot. Which makes it stupid cheap for the jobs nobody wants to run Opus on. Thousands of insurance records. A vuln list you have to sort into real and false positive. The boring high-volume stuff. It's not here to replace the big models. It takes the guessing off them so they can do the thinking. #jevai #typesafeai #aiclassification #llmengineering #mlops