> The only difference is that i pushed the tool call outputs into the conversation history and resent it back to the LLM for it to summarize, or perform further tool calls, if necessary, automagically.

It looks like this one does that too.

     msg = [ handle_tool_call(tc) for tc in tool_calls ]