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AWS adds OpenAI-compatible APIs to SageMaker endpoints

Amazon SageMaker AI now supports OpenAI-compatible inference APIs, letting teams reuse OpenAI SDK, LangChain, and Strands Agents clients with SageMaker endpoints.

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AWS added OpenAI-compatible API support for Amazon SageMaker AI real-time inference endpoints, including a standard /openai/v1 path for chat completions and streaming. The practical pitch is simple: teams using the OpenAI SDK, LangChain, or Strands Agents can point existing clients at SageMaker by changing the endpoint URL rather than writing a custom integration or SigV4 wrapper. This matters because enterprises increasingly want OpenAI-style developer ergonomics with models running in their own AWS accounts, VPC controls, dedicated GPU instances, or fine-tuned open-source deployments. Watch whether compatibility covers enough production features, including tool calling, streaming behavior, model routing, and authentication, to make SageMaker a real drop-in target for agent workloads.

Key details: Amazon SageMaker AI, OpenAI-compatible APIs, May 20-21, 2026, /openai/v1, OpenAI SDK, LangChain, Strands Agents.

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