AI models often struggle with scalability, not just prompt quality, a challenge efficiently addressed by Kubernetes. Major players like OpenAI leverage Azure Kubernetes Service to manage billions of requests daily for applications like ChatGPT . Similarly, Anthropic utilizes Google Kubernetes Engine, ensuring global uptime and zero downtime for their large language models ( LLM ). This approach highlights the importance of robust AI DevOps infrastructure in supporting sophisticated artificial intelligence applications
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