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Other systems focus on orchestrating multiple specialized agents. Tools like Microsoft's AutoGen use event-driven architectures that allow distinct agent personas to communicate, share memory, and execute code in isolated environments. Setting these up requires programming knowledge though, so it’s not a completely code-free tool. Without proper configuration, interacting agents can fall into conversational loops, failing to complete their objectives while continuing to consume API credits.