PonderPounce: A Pretrained MLLM as an Episode Context Engine for Robot Control.

arXiv:2608.24115v2 Announce Type: replace-cross Abstract: Multimodal large language models (MLLMs) can integrate long visual histories and infer behavior from a few examples, yet vision-language-action models rarely use this capacity as episode memory. Instead