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VL-JEPA: Concept-Based Real-Time Vision

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Created January 9, 2026

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https://www.revid.ai/view/vl-jepa-concept-based-real-time-vision-ZJ6fOCtHbbNk8uNDBKLt

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Video Transcript

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The way AI sees the world just got a massive upgrade because we finally stopped forcing

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it to think in words. Standard vision models are inefficient. They look at a video and try to guess

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the next text token one by one, obsessing over grammar and phrasing. Meta’s new VL-JEPA

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ditches that entirely. It predicts the concept—the raw meaning—instead of specific words.

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It’s like understanding a vibe without needing a sentence for it. It only decodes into text when absolutely

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necessary, making it way lighter and three times faster on live video. This is how we get

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real-time AI that actually keeps up with reality.

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