Local Video Summarization Pipeline: Processing Frames with SmolVLM2-2.2B

SmolVLM2-2.2B sits at a genuinely useful point on the capability-size trade-off curve; small enough to run on a single consumer GPU, capable enough to produce video summaries that are actually useful for real workflows.

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