MLLM agents' local abilities do not compose into sustained goal-directed behavior over extended exploration

Their central failure emerges over extended exploration, where local abilities do not compose into sustained goal-directed behavior and errors accumulate without effective correction

http://arxiv.org/abs/2608.27456v1