CoinWorld News, CITIC Securities Research Report states that DeepSeek V4 and GPT-5.5 will be released simultaneously. The former leverages CSA/HCA attention compression and MHC network reconstruction to reduce the cost of reasoning with hundreds of thousands of tokens to an extremely low level while closely competing with closed-source flagship models in performance. After successfully running on domestically developed computing infrastructure, the latter relies on strong hardware-software coupling, focusing on high-complexity knowledge work, continuing the business model of high pricing matching high intelligence. Meanwhile, the generational leap of the base models resonates with agent frameworks like OpenClaw and Hermes, expanding the upper limit of intelligence and optimizing reasoning costs, accelerating the commercialization of the agent ecosystem.

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