Will Jev Replace LLMs? A Support Ticket Routing Example

<!-- SC_OFF --><div class="md"><p>The above is two weeks worth of work probing Jev and benchmarking it against numerous other models. The TL/DR: Not frontier, still bends the

<p>Intro: Jev launched Sep 15 and drew a 140k waitlist in days. On Sep 20 TypeSafe removed the waitlist entirely — open registration with $5 in free credit (~120M tokens). This

<p>57% of organizations estimate their data isn't AI-ready. General-purpose LLMs handle broad tasks well but hallucinate on specialized queries, miss domain jargon, and can't

<p>How it works:</p> <p>Request arrives at an OpenAI-compatible endpoint<br /> Classifier detects task type + complexity<br /> Adaptive router picks the highest-scoring model for

<p>Your Intel laptop has an NPU. It has probably had one for a while. Intel has been marketing it enthusiastically. You have been ignoring it politely.</p> <p>Fair enough. Until

<!-- SC_OFF --><div class="md"><p>There are plenty of &quot;bro trust me, this model is better for coding&quot; discussions out there. I wanted to replace the vibes with actual

<h1> I Stopped Paying GPT-4 for Simple Queries </h1> <p>You know that feeling when you send "What's 2+2?" to GPT-4 and watch $0.03 vanish?</p> <p>I was burning through my OpenAI

<!-- SC_OFF --><div class="md"><p>I've been working on MDA (Modular Dynamic Architecture), an online associative memory system for LLMs. Here's what I learned building it.</p>