Tag: infrastructure

Cloud infrastructure beats on-premise hardware for teaching AI. Universities are learning this the hard way after spending millions on servers that sit idle most of the semester. Shared resource pools, cloud-native platforms, and smart governance systems let students access professional-grade compute without the capital expense of building individual labs from scratch.

Your LLM API bills are eating your budget because you are caching the wrong thing. Most teams cache responses when they should cache prompts. Intelligent prompt caching cuts costs by 60-90% and reduces latency by 40-50% by reusing processed context instead of reprocessing it every time.