Aieev

You're only using 5% of the GPUs you paid for As of April 2026, GPU utilization in enterprise Kubernetes clusters ranges between 5% and 30%. Despite costing $2 to $15 per hour depending on the hardware, most GPUs remain idle for the majority of the time. According to a Cast AI report, companies are spending up to 20× more than what they actually need for GPU compute. In the race to adopt AI, many organizations secure GPU capacity “just in case.”But simply holding onto that capacity is already...

Hi,I’m CY Lee from the DevOps/SRE team. With the launch of Air API, we’ve been building out our internal infrastructure monitoring system. Along the way, we developed an OpenClaw plugin—and in this post, I’d like to walk you through what we built and why it matters. 🙂 Before We Start If you’ve used OpenClaw for a while, you’ve probably experienced something like this at least once. The moment you try to connect an external model provider, you find yourself going through the settings menu,...

This illustration was created with AI to support the explanation. A few days ago, Meta announced it was extending its AI cloud contract with CoreWeave through 2032, committing an additional $21 billion. Combined with the existing $14.2 billion agreement, the total comes to over $35 billion — roughly $35B locked in for GPU compute, years in advance. CoreWeave, as of the announcement date, became the fastest cloud company in history to reach $5 billion in ARR. The dollar figure is striking....