EDIT- forgot to mention the other part of issue (2): In cases where we want the LLM to decide task completion, in Langroid there's a DoneTool the LLM can use to signal completion. In general we find it useful to have orchestration tools for unambiguous control flow and message flow decisions by the LLM:

https://langroid.github.io/langroid/reference/agent/tools/or...