4 Experiments

In this section, we will discuss the various experiments that we conducted to arrive at our ﬁnal design
choices. Speciﬁcally, we will examine the interesting observations, challenging issues, and several
examples we have encountered while enabling agents to communicate with each other under different
prompt design choices to achieve autonomous cooperation. In our experiments, we employed two gpt-
3.5-turbo agents, referred to for simplicity as LLM agents, with Inception Prompts, as described in
Section 3.2, to simulate assistant-user cooperation. We examined the AI Society and Code scenarios
in particular. We also gathered conversational data, named CAMEL AI Society and CAMEL Code

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Code Inception Prompt
CAMEL- Communicative Agents for “Mind” Exploration of Large Scale Language Model Society