Cosmos (NVIDIA)

AI Infrastructure Faces New Challenges: Models Grow, Heterogeneous Computing and Agent Complexity Reshape the Field

As AI model architectures become increasingly complex and diverse, AI infrastructure must adapt to heterogeneous computing, multi-model pipelines, and rising agent-driven workloads. Experts from Huawei, Inferact vLLM, and 4Paradigm discuss key challenges: managing diverse AI accelerators (NVIDIA, Ascend, Cambricon, etc.), optimizing multi-modal inference, and how AI may eventually automate much of infrastructure management, shifting engineers from implementation to planning and SLA definition.

Huawei 4Paradigm (Fourth Paradigm) DeepSeek Alibaba/Qwen Cosmos (NVIDIA) Google/DeepMind Meta Anthropic