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Analysis10/3/2026

DeepSeek V4 Pro Delivers Stunning Reasoning Efficiency, Billion-Level AI Agent Era Approaches

Hardware compute capacity is betting on 'AI working for wages comparable to human hourly rates'

Calculations by Epoch AI show that with equivalent HBM memory, DeepSeek V4 Pro can support concurrent intelligent agents numbering up to approximately 1.9 billion, equivalent to the labor hours of 140 million to 720 million full-time employees. As DeepSeek's flagship models evolve toward 2T and even 8T parameters, the deployment of billion-level AI agents has transitioned from science fiction to reality.

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