What Actually Breaks When LLM Agents Hit Production — And How Amazon’s Agent Core Fixes It

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LLM agents are fantastic in demos. Fire up a notebook, drop in a friendly “Help me analyze my cloud metrics,” and suddenly the model is querying APIs, generating summaries, classifying incidents, and recommending scaling strategies like it’s been on call with you for years.

But the gap between agent demos and production agents is the size of a data center.

  

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