MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments MLPerf Inference v6.1 added an Edge Agentic benchmark. NVFP4, FP8 KV cache, 96% cache reuse and tree MTP explain the 6.4x gap over the llama.cpp reference.