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Evaluating Deep Agents with LangSmith on AWS

AWS and LangChain present a new guide showing how developers can systematically evaluate and monitor AI agents, with LangSmith on AWS, Amazon Nova 2 Lite, and structured evaluation patterns significantly improving the reliability of complex multi-step agents from development through production.

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All Model Labs Are Now Agent Labs

Major AI labs like OpenAI, DeepSeek and others are pivoting from pure model development to integrated agent systems, with the combination of model, harness, workflow and UI becoming the actual product, while coding agents improve significantly and DeepSeek’s aggressive pricing pressures the market.

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