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Ali ATH Business Group's HappyHorse Model Leads AI Video Rankings, Beats Seedance 2.0 on Elo
On April 10, a new name quietly rose to prominence in China's multimodal large model landscape. The anonymous model "HappyHorse-1.0" secured the top spot in the authoritative text-to-video evaluation (without audio) with an Elo score of 1332, outpacing ByteDance's Dreamina Seedance2.0 by nearly 60 points and drawing widespread industry attention. According to the latest market updates, HappyHorse has launched accounts on overseas social platforms, and its very first follower is Alibaba Group — further confirming the substantial R&D capabilities behind this model.
Reports suggest that HappyHorse likely originates from the "Future Life Lab" under Alibaba's TaoTian Group, led by Zhang Di's team. The lab has now completed its organizational restructuring and has been officially moved under the AI Innovation Division within the ATH business group. HappyHorse's unexpected rise not only underscores Alibaba's strong technical foundation in multimodal generation but also reflects a broader trend among major tech companies, where internal incubation mechanisms are evolving toward more independent and agile organizational structures.
Amid intense global competition in AI video generation, HappyHorse's leading position goes beyond just parameters or rankings. It signals that domestic models have already shown the ability to compete at the world's highest level in core areas such as video narrative logic and visual quality. As the model transitions from anonymity to commercialization, Alibaba's AI strategy under the ATH business group is set to become increasingly clear, with the potential to reshape the current competitive landscape of video large models.
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On April 10, a new name quietly rose to prominence in China's multimodal large model landscape. The anonymous model "HappyHorse-1.0" secured the top spot in the authoritative text-to-video evaluation (without audio) with an Elo score of 1332, outpacing ByteDance's Dreamina Seedance2.0 by nearly 60 points and drawing widespread industry attention. According to the latest market updates, HappyHorse has launched accounts on overseas social platforms, and its very first follower is Alibaba Group — further confirming the substantial R&D capabilities behind this model.
Reports suggest that HappyHorse likely originates from the "Future Life Lab" under Alibaba's TaoTian Group, led by Zhang Di's team. The lab has now completed its organizational restructuring and has been officially moved under the AI Innovation Division within the ATH business group. HappyHorse's unexpected rise not only underscores Alibaba's strong technical foundation in multimodal generation but also reflects a broader trend among major tech companies, where internal incubation mechanisms are evolving toward more independent and agile organizational structures.
Amid intense global competition in AI video generation, HappyHorse's leading position goes beyond just parameters or rankings. It signals that domestic models have already shown the ability to compete at the world's highest level in core areas such as video narrative logic and visual quality. As the model transitions from anonymity to commercialization, Alibaba's AI strategy under the ATH business group is set to become increasingly clear, with the potential to reshape the current competitive landscape of video large models.
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Elon Musk, Sam Altman, and Dario Amodei, three titans of the technology sector, are advancing toward initial public offerings for their respective ventures. With SpaceX, OpenAI, and Anthropic—three industry behemoths nearing trillion-dollar valuation
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