A wave of narrow AI inference engines is beating vLLM and llama.cpp at their own game

Engines like Strata, ninfer, and Splash beat llama.cpp by up to 4x on Qwen3.8-Flash-Next, but each works for exactly one model on one GPU family, a tradeoff buyers often miss.