Beyond the frontier: How to build a defensible AI inference infrastructure
Closed model dependency is becoming structural liability. Here's the framework for building a reliable AI inference architecture.
ProductThe idle GPU tax: What it is, why it’s getting worse, and how you can fix it
Learn what the idle GPU tax is, what it costs, and how usage-based billing on dedicated endpoints helps you avoid it altogether.
EngineeringHow to choose the right managed inference architecture: Serverless endpoints, Dedicated deployments, Elastic endpoints, or batch
Use this decision framework to choose the right managed inference mode based on latency requirements, GPU breakeven utilization, and whether your workload needs a dedicated endpoint.
ProductServerless vs. Dedicated Inference: Why We Built Elastic Endpoints
With Elastic endpoints you get dedicated hardware on per-token pricing, no idle-hour charges or long-term GPU commitment.
ProductMaking an EAGLE fly: How We Got 2.6x Faster LLM Inference (Without Cheating)
We trained a custom EAGLE-3 speculative decoding head for OLMo-3.1-32B-Think and got 2.6x faster inference.
Engineering