TensorFold's new inference engine achieves significant speed improvements for Qwen3.8-Flash-Next, delivering 62 tokens per second on single streams and 119 across five concurrent streams, with 2,500 tokens per second prefill speed and 256k context window support. The system outperforms previous vLLM implementations and runs efficiently on consumer hardware like RTX 3090 with 64GB RAM while supporting vision and video inputs.