The emergence of large language models (LLMs),
such as ChatGPT (OpenAI, 2021) and GPT-4 (Ope-
nAI, 2023), marks a significant milestone in the
field of artificial intelligence and natural language
processing. These advanced models represent a
fundamental change in how machines understand
and generate human language, exhibiting a level of
sophistication and versatility previously unattain-
able. One of the most exciting developments in
this field is the capability of LLMs to function not
just as language processors, but as agents capable
of performing complex tasks. This evolution is ev-
ident in initiatives such as AutoGPT (Yang et al.,
2023a) and MetaGPT (Hong et al., 2023), which
showcase the practical applications of LLMs in
tasks requiring advanced cognitive functions like
reasoning, planning, and collaboration. The signifi-
cance of these developments cannot be overstated,
as they extend the utility of LLMs beyond simple
language tasks, revolutionizing various aspects of
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