to create such a speciﬁc task prompt. Therefore, the task speciﬁer agent performs as an enhanced
imagination module for the idea implementation. Please note that, when studying our framework
at a large scale for AI society and Code scenarios, we generate roles and ideas automatically by
prompting LLMs, instead of relying on human inputs.
CAMEL- Communicative Agents for “Mind” Exploration of Large Scale Language Model Society