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Technical analysis of VLM labels and capabilities

"VLM" is doing a lot of heavy lifting as a label.
CLIP → image-text alignment, zero-shot recognition
Moondream → grounding ("find the guy in red")
Qwen3-VL → agentic + GUI + long video understanding
Same category. Wildly different tools.
Dr. Satya Mallick explains →

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