I Ran 56 Experiments to Find the Best Way to Make AI Watch Videos

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56 experiments, 790 inferences, 5 vision models. Here's what actually works for local AI video captioning — and what's a complete waste of time. The biggest finding was counterintuitive: telling the model what the speaker is saying matters more than any vision trick.

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