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Most multimodal models fail to truly understand tool use in real-world egocentric videos, with even Gemini-3.1-Pro struggling to ground actions in visual evidence.
Turns out, just showing a vision-language model the last few frames of a video stream beats fancy architectures designed for long-term memory.