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TurboVLA and the Case for Taking the LLM Out of the Servo Loop

Achieves high-speed inference for vision-language-action policies at 32 Hz on an RTX 4090 with less than 1 GB VRAM using a 0.2B parameter model, enabling real-time VLA deployment on consumer hardware.

The skinny

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