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$157,680. That’s the annual difference between running 8x A100s 24/7 on AWS vs. Same GPUs. Very different outcome. Centralized clouds offer quotas, lock-in, and opaque pricing. Decentralized compute offers global supply, instant access, and full control and flexibility. Centralized clouds still have their place. But for most of AI workloads, paying a hyperscaler tax doesn’t. We break down the architectures, costs and tradeoffs ↓

云雾绕青山，古观立山巅，这才是太行独有的震撼！Clouds and mist surround the green mountains, and ancient temples stand at the top of the mountains. This is the unique shock of Taihang!

上午去了一趟莲花基地 来张东海边小镇的风景吧 最近的白云真的是美得逆天 Let's come to the scenery of the seaside town in Zhangdong. The recent white clouds are really beautiful. #烟火日常# #风景#

石家庄：漫天绚烂云霞，落日映水，如诗如画～ Shijiazhuang: Brilliant sunset clouds fill the sky, the setting sun glimmers on water, picturesque ~ #SunsetScenery# #CitySunset# #Shijiazhuang# #HebeiChina# #NatureBeauty#