Together.ai Built a Rocket Ship to Go to the Corner Store — NexaAPI Is Already There

Together.ai Built a Rocket Ship to Go to the Corner Store — NexaAPI Is Already There Together.ai just dropped ATLAS — the AdapTive-LeArning Speculator System. It's a runtime-learning speculative decoding system that dynamically adapts to your traffic patterns. Impressive engineering. Real research. Up to 2.65x faster decoding on DeepSeek-V3.1. And if you're a developer reading this thinking "I just want to call an API and get my image or text back cheaply" — you don't need any of this. The Complexity Tax Here's what Together.ai's recent announcements look like from a developer's perspective: 🔬 ATLAS — adaptive runtime-learning speculator (you don't control this) ⚙️ GPU Clusters — self-service NVIDIA GPUs (you manage this) 🔄 Python SDK v2.0 — breaking changes (you fix this) 📦 Batch Inference API — async job queues (you integrate this) Each of these is a legitimate product feature. Each one also adds complexity to your stack. What Developers Actually Want Most developers building AI-powe