check my understand:
1) if LLM didn't use tool calls, assistantMessage get pushed into agent._state.messages and 
it will be the latest message in agent._state.messages. then _agentLoop() can pick it as 
the output to outputChannel
2) if LLM use tool calls but toolResultBatch.terminate is false, assistantMessageToolCall