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GenAI Level UP

DeepSeek-OCR: Contexts Optical Compression

· 14 min · Season 3 Episode 15

Show notes

The single biggest bottleneck for Large Language Models isn't intelligence—it's cost. The quadratic scaling of self-attention makes processing truly long documents prohibitively expensive, a fundamental barrier that has stalled progress. But what if the solution wasn't more compute, but a radically simpler, more elegant idea?
In this episode, we dissect a groundbreaking paper from DeepSeek-AI that presents a counterintuitive yet insanely great solution: Contexts Optical Compression. We explore the astonishing feasibility of converting thousands of text tokens into a handful of vision…

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