4.1 General Ability of Single Agent

Currently, there is a vibrant development of application instances of LLM-based agents [429; 430;
431]. AutoGPT [114] is one of the ongoing popular open-source projects aiming to achieve a fully
autonomous system. Apart from the basic functions of large language models like GPT-4, the
AutoGPT framework also incorporates various practical external tools and long/short-term memory
management. After users input their customized objectives, they can free their hands and wait
for AutoGPT to automatically generate thoughts and perform specific tasks, all without requiring
additional user prompts.
As shown in Figure 8, we introduce the astonishingly diverse capabilities that the agent exhibits in
scenarios where only one single agent is present.

4.1.1 Task-oriented Deployment
TheRiseandPotentialofLargeLanguageModel BasedAgents