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cover of episode LIVE FROM AI SUMMIT: Lenovo is Shaping AI for Smart Cities and the Greater Good

LIVE FROM AI SUMMIT: Lenovo is Shaping AI for Smart Cities and the Greater Good

2025/3/12
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The Brave Technologist
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Jeff Esposito: 我认为AI的未来并非遥不可及的科幻，而是基于现状，明确目标，逐步构建的结果。我们已经拥有能够在失去网络连接后独立运行的AI技术（例如Codename Vena和EdgeGuard），实现了自给自足的功能。EdgeGuard等技术结合机器学习和符号逻辑，即使在信息有限的情况下也能做出最佳决策。通过公开对话和讨论，AI技术才能更容易被大众理解和接受。技术创新必须与客户需求紧密结合，才能真正发挥价值。我相信技术必须服务于社会公益，否则就失去了其存在的意义。混合AI的关键在于根据具体任务选择合适的技术工具。我们发明了Hive Transformer，它是一种能够高效处理和存储数据的Transformer模型。Hive Transformer通过预先整理数据并有计划地存储，提高了数据处理效率，避免了大型语言模型“泛而不精”的问题。Hive Transformer能够以极快的速度收集、构建和引用数据，形成类似蜂巢的结构。Hive Transformer可以应用于各种规模的系统，从小型设备到超级计算机。Hive Transformer的灵感来源于自然界蜂巢的结构和功能，旨在提高数据组织和检索效率。Hive Transformer技术可以用于机器人之间的信息交换和技能共享。无论是在AI还是其他技术领域，伦理问题都至关重要。AI系统应该能够提供结果证明和合规证据。我们在巴塞罗那的智能城市项目中应用了Vena和EdgeGuard技术。NIMS（NVIDIA推理微服务）是一套预先训练好的语言模型和API，可以快速搭建AI应用。我们在短时间内为巴塞罗那智能城市项目开发了Vena和EdgeGuard技术。Vena利用预测缓存技术提高图像传输质量，EdgeGuard则保证在网络中断时AI系统能够继续运行。EdgeGuard结合符号逻辑和机器学习，使AI系统能够在网络中断时做出自主决策。人工智能并非具有感知能力的实体，而是一种模拟人类智能的系统。机器人心理学关注的是人们如何与非生命体智能助手进行情感互动和应对。AI技术可以应用于城市规划和管理，例如优化交通路线。AI可以根据个人出行习惯，优化出行路线和时间。Hive Transformer等技术目前属于Lenovo的专利技术，但我们计划将其作为独立产品推出。我们开发的AI技术旨在为客户提供独特的优势，并最终以订阅服务的模式提供给更广泛的用户。专利申请的目的不仅在于保护知识产权，还在于教育公众和促进技术发展。未来的技术发展应该以服务社会公益为目标，并充分发挥人的想象力和创造力。我们应该开发赋能型技术，帮助解决社会问题，例如帮助盲人更好地导航。技术创新应该以人为本，关注技术对人们生活的影响，避免对AI技术的过度恐惧。Lenovo和Nvidia的合作能够为客户提供更强大的AI解决方案。Lenovo和Nvidia的技术优势互补，能够为客户提供更强大的AI解决方案。Lenovo和Nvidia的合作能够为客户提供他们原本无法获得的能力。下一代AI技术应该能够促进社会公平与正义。技术发展方向取决于我们的目标和价值观。为了促进社会公平与正义，我们需要倾听所有人的声音，并充分发挥每个人的价值。开源模式和开放式创新模式都能促进技术发展和社会进步。企业应该更加关注客户的真实需求，并开发满足这些需求的产品。我希望人们相信自己能够通过积极的方式与他人合作，创造美好的未来。未来的知识共享将更加开放和合作，专利制度将发挥更大的作用。 Luke Mulks

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Dr. Jeff Esposito discusses Lenovo's approach to AI, emphasizing ethical considerations and the importance of technology serving society's greater good. He highlights innovations like the Hive Transformer and EdgeGuard, and the role of hybrid AI.

Shownotes Transcript

Dr. Jeff Esposito, Engineering Lead at Lenovo R&D, shares how his team is shaping the future of AI with innovations like the Hive Transformer and EdgeGuard. He emphasizes the importance of ethical innovation and building technologies that are intended to serve society’s greater good. He also stresses the value of collective contributions and diverse perspectives in shaping a future where technology effectively addresses real-world challenges. Key Takeaways:

AI’s role in building smarter cities through Lenovo’s collaborations with NVIDIA and other partners.

How AI security is evolving with EdgeGuard and other cutting-edge protections.

The role of hybrid AI in combining machine learning and symbolic logic for real-world applications.

Corporate responsibility in AI development and the balance between open-source innovation and commercialization.

Why diverse perspectives are essential in shaping AI that benefits everyone.

Guest Bio: Dr. Jeff Esposito) has over 40 patent submissions,  with a long background in research and development at Dell, Microsoft, and Lenovo. He lectures on advanced technological development at various US government research labs, and believes that technology is at its best when serving the greater good and social justice.

About this Show: The Brave Technologist is here to shed light on the opportunities and challenges of emerging tech. To make it digestible, less scary, and more approachable for all! Join us as we embark on a mission to demystify artificial intelligence, challenge the status quo, and empower everyday people to embrace the digital revolution. Whether you're a tech enthusiast, a curious mind, or an industry professional, this podcast invites you to join the conversation and explore the future of AI together. The Brave Technologist Podcast) is hosted by Luke Mulks, VP Business Operations at Brave Software—makers of the privacy-respecting Brave browser and Search engine, and now powering AI everywhere with the Brave Search API. Music by: Ari Dvorin) Produced by: Sam Laliberte)