AI & Society

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OpenAI and Anthropic in price war as Chinese AI rivals gain ground

Leading US AI labs such as OpenAI and Anthropic are releasing cheaper models as they fight to retain cost-conscious customers who are switching to cut-price alternatives from Chinese rivals. The price war comes as rising AI bills push companies to curb usage and seek cheaper models, helping Chinese developers including Moonshot and DeepSeek make inroads […]

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40 Companies Joined The Unicorn Board In July, The Highest Count In 4 Years 

A total of 40 companies joined The Crunchbase Unicorn Board in July, the highest monthly total in more than four years, with three joining at values greater than $10 billion. Leading sectors by count were financial services, robotics, AI orchestration, multimodal AI, energy and the semiconductor industry. In the past two months, the board added

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How to Configure GPUDirect RDMA and Prove Multi-Node GPU Performance with NCCL

TL;DR A working GPU driver, an RDMA device inside a pod, and a completed NCCL test do not prove that GPUDirect RDMA is working efficiently. Production validation must prove the complete path: GPU topology, GPU-to-NIC affinity, PCIe peer access, IOMMU and ACS behavior, RDMA fabric health, container resource exposure, NCCL transport selection, and repeatable multi-node

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