has had the most frequent interactions: Wolfgang, his college dorm
neighbor. Unfortunately, Wolfgang and Klaus only ever see each
other in passing, and do not have deep interactions. A more desir-
able response requires that the agent generalize from memories of
Klaus spending hours on a research project to generate a higher-
level reflection that Klaus is passionate about research, and likewise
recognize Maria putting in effort into her own research (albeit in
a different field), enabling a reflection that they share a common
interest. With the approach below, when Klaus is asked who to
spend time with, Klaus chooses Maria instead of Wolfgang.
Generative Agents- Interactive Simulacra of Human Behavior