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AI Infrastructure

China Merchants Bank Cuts AI Inference Costs 60% on Kubernetes

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China Merchants Bank Cuts AI Inference Costs 60% on Kubernetes

Shanghai – September 10, 2026 -- China Merchants Bank has won the Cloud Native Computing Foundation's (CNCF) End User Case Study Contest after lifting average accelerator utilization from 35% to more than 60% and cutting inference cost per 1 million tokens by over 60%.

Unified control plane pools nearly 10,000 accelerator cards

The bank's AI infrastructure team built a single Kubernetes control plane combining Kueue, KEDA, Prometheus, HAMi, and Fluid, allowing training, fine-tuning, and online inference workloads to share close to 10,000 heterogeneous accelerator cards. Working with its data center and other internal teams, the bank brought 99% of its accelerator compute under this framework.

Pudu Robotics Launches Three-Model PUDU GT Commercial Mower Series

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Pudu Robotics Launches Three-Model PUDU GT Commercial Mower Series

Shenzhen – September 07, 2026 -- Pudu Robotics launched the PUDU GT Series, a lineup of three commercial robotic mowers built for professional grounds and turf maintenance, with a global debut set for GaLaBau 2026 in Nuremberg, Germany, from September 15-18.

The series comprises the GT3, GT5 and GT7, each engineered for a distinct commercial use case: fragmented business properties, large-scale turf operations, and precision golf and sports-field cutting.

PUDU GT3 combines mowing and sweeping for fragmented commercial properties

The GT3 is a compact 91 cm (36-inch) unit aimed at facility management and grounds teams handling irregular layouts such as business parks, university campuses and hospitals. It merges grass cutting, clipping collection and light debris removal with paved-area sweeping via integrated disc brushes, cutting the need to switch equipment for daily maintenance.