Rumored 10T-Param MoE Model from China May Need ~30K Blackwell GPUs; Sparsity Trends Analyzed

rohanpaul_ai · x · 2026-08-09

A tweet quotes @rohanpaulai's analysis: the rumored 10T-total-param MoE model from China may need 30K Blackwell GPUs. Parameter count isn't the key; MoE training cost depends on active params and tokens. Frontier sparsity is collapsing: DeepSeek-V3 671B/37B (5.5%), V4-Pro 1.6T/49B (3.1%), Kimi K3 routes 16/896 experts. A 10T model would have 200-500B active params, requiring 2e25-1.2e26 FLOPs over 15-40T tokens. ByteDance has rented 36,000 Blackwell GPUs (500 GB200 racks, $2.5B), with pretraining window of 3-6 months.

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