Qualcomm enters the AI data center market, directly challenging Nvidia and AMD with new chips optimized for efficient inference. Its focus on memory bandwidth and cost containment aims to redefine enterprise AI, despite the hurdle of Nvidia’s entrenched CUDA ecosystem.