Large language models are evolving from static prompt engineering to dynamic agent experience, where they can reason through complex tasks and interact with external systems autonomously. This shift requires developers to focus on designing environments that enable agents to make informed decisions and access necessary tools securely, marking a significant change in how AI is integrated into workflows.
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