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AnnouncementAWS Machine Learning Blog2 October 2026

AWS explains how to train a multi-step search agent on SageMaker

Why it matters

AWS says prompted alone rarely search reliably over multiple steps; training on your own tools is the fix.

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Is our search agent only prompted today, and would training it on our own tools beat that?

What happened

AWS published a walkthrough for training a small language model to run multi-round searches, using on Amazon SageMaker AI. The agent learns your tools and data by trial, picking its own queries and retrieval methods and stopping when it has enough.

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Impact on AI & developer tools · Enterprise IT

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