Huawei has introduced KVarN, a new native vLLM backend designed for KV-cache quantization. This calibration-free enhancement allows developers to achieve three to five times more context length while maintaining FP16-level accuracy and exceeding standard throughput. The improved performance can be easily enabled for AI agents using just a single flag.