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Hardware & Inference 🇨🇳

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

AI Smartphones: The War Has Begun! vivo, OPPO, Nubia Enter the Battle

In China, an AI smartphone war is heating up. Major manufacturers, including vivo, OPPO, and Nubia, are actively integrating artificial intelligence technologies directly into devices.

vivo

OPPO

ByteDance Doubao (GNews)26.07 · 16:03