A developer calls an agent through a framework's invoke interface. Why might one invocation involve several model and tool interactions?

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  1. The tool's display name automatically creates extra user accounts
  2. Each invocation necessarily retrains the model from scratch
  3. The agent harness can run its internal model-and-tool loop before returning
  4. Every invocation must contact every available tool

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