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HKU INNOVATION WEEK 2026

Speakers

Dr. Mengkang Hu

Founder, Evolvent AI​

Biography

Hu Mengkang is from Shandong Province. He earned his bachelor’s degree from Harbin Institute of Technology and is currently pursuing his PhD at the University of Hong Kong, focusing on Embodied AI and LLM-based Agents. He is now working on startups in the field of LLM-based Agents and is the founder of Evolvent AI (evolvent.co).

During his doctoral studies, he has produced over 40 papers, including more than 10 first-author or corresponding-author AI papers published at venues such as ICLR, KDD, and NeurIPS. His Google Scholar citations exceed 2,400. He has been selected for programs including Tencent’s Qingyun Plan, Xiaohongshu’s Top Talent Plan, Microsoft Research Asia’s Rising Star, and Sequoia China’s AI25. He led the team that developed the open-source project OWL, which has accumulated over 20,000 GitHub stars, making it one of the fastest-growing starred projects in the Agent domain. In total, his personal projects have garnered over 30,000 stars.

Evolvent AI was founded by several PhD holders born after 2000 from prestigious universities and has secured millions of dollars in investment from top-tier Chinese funds. Core team members graduated from institutions such as HKU and NUS, each having academic work with over 100 citations during their studies. Several members previously worked at leading research institutions including Microsoft Research Asia, Hunyuan, Seed, and Moonshot, contributing to the release of core models such as Seed 2.0, Kimi 2.5, Kimi Linear, and Hunyuan-Turbo-S. Evolvent AI focuses on building Self-Evolving Agent Infrastructure, with the core vision of creating an AI Scientist system capable of continuous learning and self-evolution. Current areas of focus include: 1. LLM/Agent/multimodal data & environments; 2. Practical applications of self-evolving agents in AI4Science and AI4AI directions.

胡梦康,山东人。本科毕业于哈尔滨工业大学,博士就读于香港大学,研究Embodied AI和LLM-based Agent领域。现从事 LLM-based Agent方向创业,Evolvent AI 创始人。(evolvent.co)

博士就读期间产出40+篇论文,其中10+篇一作/通讯AI论文(ICLR, KDD, NeurIPS等)。谷歌学术引用量2400+。曾入选腾讯青云计划,小红书顶尖人才计划,微软亚洲研究院明日之星,红杉中国AI25等。带领团队开发开源项目OWL,Github星标累计2w+,是Agent方向星标增速最快的项目之一。个人参与项目总计获超过3w星标。
Evolvent AI由多位00后名校博士成立,获国内顶级基金数百万美元投资。核心成员毕业于HKU,NUS等,在校期间均有百引以上的学术代表作。多位成员曾就职于Microsoft Research Asia,Hunyuan,Seed,Moonshot等顶尖研究机构,参与包括Seed 2.0, Kimi 2.5, Kimi Linear, Hunyuan-Turbo-S等核心模型的发版。Evolvent AI专注于构建Self-Evolving Agent Infrastructure,核心愿景是打造能持续学习、自我进化的AI Scientist系统。目前关注:1. LLM/Agent/多模态 data & environments; 2. Self-evolving agent在AI4Science,AI4AI等方向的实际落地

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