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vla-edge-backend is a hand-written CUDA runtime for Vision-Language-Action robots that refuses reasoning exceeding a 33ms deadline, evicts KV cache by cosine similarity, and uses a lock-free double buffer. Built on a cloud NVIDIA Hopper GPU with an 8GB VRAM design constraint.
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