it widest. *Hyperscalers (large data center operators) are Amazon Web Services (AWS), Microsoft Azure, Google Cloud Platform (GCP), Alibaba Cloud, Oracle Cloud Infrastructure (OCI), IBM Cloud & Tencent Microsoft Azure AI Foundry = +5x Quarterly Tokens Processed Y/Y Note: Source: Microsoft FQ3:25 earnings call (4/25) Tokens Processed, Trillions The AI Developer Next Door [Microsoft Azure AI] Foundry record 50 trillion tokens last month alone. - Microsoft FQ3:25 Earnings Call, 4/25 Microsoft Azure AI Foundry Quarterly Tokens Processed (T) – Q1:24-Q1:25, per Microsoft 20T 100T 0 50 100 Q1:24

https://build.nvidia.com/d eepseek-ai/deepseek-r1 671B（全量模型） 网页版直接使用，支持API调用，注册送1000点数，免费体验。 微软Azure https://ai.azure.com 671B（全量模型） 需注册微软账户并创建订阅，免费部署，支持参数调节。 亚马逊AWS https://aws.amazon.com/c n/blogs/aws/deepseek-r1-

数据存储、模型训练和部署服务。它们通常提供易于使用的界面，支 持快速迭代和大规模部署。Amazon SageMaker、Google Cloud AI Platform 和 Microsoft Azure Machine Learning 都是提供端到 端机器学习服务的云平台。 这些工具和库专门为加速机器学习模型的训练和推理而设计，通常利 用 GPU 或 TPU 等硬件。这类工具可以显著提高训练和推理的速度，

COMPUTING PLATFORM TensorCore AutocCodeGen and Mixed-Precision Training/Inference PAI (Platform of AD Alibaba Cloud Intelligence Outline 计算平台事业部

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Guardrails are a critical component of any LLM-based deployment, but should be coupled with robust authentication and authorization protocols, strict access controls, and standard software security measures