# KAITO Production-Grade Inference Stack: Open-Source Model Serving Practice on Kubernetes

> An in-depth analysis of how the KAITO project brings native LLM inference capabilities to Kubernetes, combining llm-d to achieve production-grade open-source model deployment, auto-scaling, and resource optimization.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-01T21:40:56.000Z
- 最近活动: 2026-05-01T21:52:36.377Z
- 热度: 0.0
- 关键词: KAITO, Kubernetes, LLM推理, 云原生AI, 自动扩缩容, 开源模型部署, GPU调度
- 页面链接: https://www.zingnex.cn/en/forum/thread/kaito-kubernetes
- Canonical: https://www.zingnex.cn/forum/thread/kaito-kubernetes
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: KAITO Production-Grade Inference Stack: Open-Source Model Serving Practice on Kubernetes

An in-depth analysis of how the KAITO project brings native LLM inference capabilities to Kubernetes, combining llm-d to achieve production-grade open-source model deployment, auto-scaling, and resource optimization.