He Kaiming team releases VISTA visual harness for multimodal reasoning

What happened

He Kaiming's team published VISTA, a visual-native harness that lets existing multimodal models observe environments, store raw frames outside context, and recall, zoom or inspect them during reasoning without retraining. Paired with VISTA, Claude Opus 5.0 completed all 25 public ARC-AGI-3 games with a perfect 100 action-efficiency score, using 57.4% fewer actions than the human first-play baseline, while GPT-5.6 Sol scored 99. The team also tested browser games, mazes and connect-the-dots tasks, and lists embodied tasks as future work.

The story so far

He Kaiming's team published VISTA, a visual-native harness that lets existing multimodal models observe environments, store raw frames outside their context, and recall, zoom in on or inspect those frames during reasoning without retraining. The team reports that paired with VISTA, Claude Opus 5.0 completed all 25 public ARC-AGI-3 games with a perfect 100 action-efficiency score, using 57.4% fewer actions than the human first-play baseline, while GPT-5.6 Sol scored 99. The team also tested VISTA on browser games, mazes and connect-the-dots tasks, and lists embodied tasks as future work.

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