# 推理专题日跟踪 2026-09-07 > 日期:2026-09-07(Asia/Shanghai)。专题正文:`intel/topics/inference.md`。 ## 摘要 - **VMware Private AI Cloud / AI Factory**:调研称 **56%** 计划私有云生产推理;模型目录扩至 150+(Nemotron 3、Gemma 4、Qwen 3.7-Max 等——**厂商自称**)。 - **Nutanix NAI 2.8**:<8B 微调、NIM 气隙;多节点多 GPU 推理与 KV cache offload **tech preview**。 - **Rafay**:NVIDIA 认证 VMaaS + Token Factory 叙事(归档仍在)。 - **HPE / Dell**:推理订单与「inference past training」叙事抬高传统服务器+AI 服务器需求。 - **Hugging Face 交易稿**(谨慎):称 Agent 已成为 Hub 第一用户——影响模型分发与私有镜像策略,**交易本身未独立核实**。 ## 原文摘录 ### VMware Private AI Cloud - 归档:`industry/vmware-intros-private-ai-cloud-ai-factory-as-workloads-shift-to-on-pre-24f6b7e2.txt` > … 56 percent saying that their organizations are running or planning to run production inference in a private cloud. … expanding to more than 150 the open and commercial AI models that can run on AI Factory … ### Nutanix Private Inference - 归档:`industry/nutanix-expands-cloud-platform-for-production-agentic-ai-660eff4d.txt` > … fine-tuning for models with fewer than 8 billion parameters and support for deploying NVIDIA NIM microservices in air-gapped environments. Multi-node and multi-GPU inference … is in tech preview. KV cache offloading … is also in tech preview. ### Dell inference demand > … Inference is past training, and it's pure demand in our industry. We think the tokens that inference drives is going to grow 87 times to 3,600 quadrillion tokens by 2030.(**厂商展望,非独立核实**) ## 对专题档案的影响 - `inference.md`:补 NAI tech preview 边界与 VMware 模型目录扩展;Dell token 展望标厂商自称。