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Teaching video-watching AI to think before it looks — and why that's faster

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Instead of forcing someone to read every page of a 500-page book to answer one question, MemDreamer lets the AI scan an index, jump to relevant sections, and piece together meaning — vastly quicker and less exhausting.

This means AI can now understand hours-long videos without drowning in tokens, opening the door to everything from surgery footage analysis to historical documentary research.

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