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DeepSig open-sources DeepInfer, a production inference engine built on vLLM, compatible with NVIDIA SM10 and Ascend 950 NPU, handling 155 trillion tokens/day with 96% cache hit rate. We analyze its custom kernels, scheduling, and offline limitations.