amplify minor hallucinations indefinitely [405]. For example, in software development, issues like
incomplete functions, missing dependencies, and bugs that are imperceptible to the human eye may
arise. Introducing techniques like cross-validation [109] or timely external feedback could have a
positive impact on the quality of agent outputs.
TheRiseandPotentialofLargeLanguageModel BasedAgents