Agent Orchestrator Failure – MaxTokensReachedException

[Pramod-1999]

Encountering an issue while using an orchestrator-based agent workflow where the execution fails with the following error:
Error in using orchestrator: Agent has reached an unrecoverable state due to max_tokens limit. For more information see: https://strandsagents.com/latest/user-guide/concepts/agents/agent-loop/#maxtokensreachedexception

The issue occurs during agent orchestration when the model is generating responses. The workflow fails prematurely, blocking successful execution.

Request:
Guidance on preventing this issue
Best practices to manage token usage
Whether token limits can be configured or increased
Possible retry or fallback handling mechanisms