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cover of episode Imbue CEO Kanjun Qiu on Transforming AI Agents Into Personal Collaborators - Ep. 239

Imbue CEO Kanjun Qiu on Transforming AI Agents Into Personal Collaborators - Ep. 239

2024/12/16
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Kanjun Qiu:Imbue致力于构建AI代理,使之成为个人协作工具,而非简单的自动化系统。其目标是赋能用户,让他们能够塑造和定制AI代理,使其符合自身需求,而不是依赖于无所不知的外部智能。这需要在技术和用户体验方面进行创新,发明与人类现有认知相符的概念,例如将AI代理比作文档编辑器,方便用户理解和使用。Imbue认为,AI代理是用户与计算机之间的中间层,通过代码抽象编程,让普通人也能进行编程,从而重塑个人电脑,赋能创造。未来,AI代理将不仅仅是自动化工具,而是能够与用户协作,增强用户能力的协作系统。 Kanjun Qiu:Imbue认为,AI代理的真正潜力在于赋能人们完成以前无法想象的事情,例如创建个性化软件来解决特定需求。这将打破当前软件由少数人开发,多数人使用的模式,进入一个每个人都能创建定制化软件的时代。这不仅能提高效率,还能让用户拥有对数字环境的更多控制权。Imbue希望通过构建易于使用的AI代理工具,让更多人能够参与到软件开发中,从而创造一个更加个性化和去中心化的数字世界。 Kanjun Qiu:Imbue在AI代理的开发中,面临着诸多挑战,例如如何平衡模型能力与用户当前水平,如何设置合理的预期,让用户理解AI代理并非完美无缺,如何改进模型的推理和验证能力等。Imbue认为,解决这些问题需要在技术和用户体验方面进行创新,例如通过模块化和结构化的代码库来提高AI代理处理复杂系统的能力,通过交互式的工作流程来提高用户体验,以及通过强化学习和微调来提高模型的推理和验证能力等。 Kanjun Qiu:Imbue认为,未来大部分软件都将成为AI代理,这将是一个更加智能化和个性化的软件世界。Imbue希望通过提供易于使用的工具和资源,例如700亿参数模型的预训练模型和评估工具包,来促进AI代理的普及和发展,让每个人都能创建属于自己的AI代理,从而提升工作效率,并改变人们对自动化技术的看法。

Deep Dive

Key Insights

What are AI agents, and why does Imbue focus on them?

AI agents are systems that act as intermediaries between users and their computers, enabling users to program their computers intuitively without thinking of it as coding. Imbue focuses on agents because they aim to empower individuals to create and own their own software, rather than relying on centralized, rented software.

Why is the traditional delegation model of AI agents problematic?

The delegation model is tricky because it places the burden on the user to define the problem and scope clearly. Often, the agent's output may not align with the user's expectations, leading to negotiation and additional effort to refine the result.

How does Imbue redefine the concept of AI agents?

Imbue redefines agents as collaborative systems that work alongside users, empowering them to create and shape their digital environments. Instead of being autonomous personal assistants, agents act as a layer of abstraction over programming, allowing users to interact with their computers more intuitively.

What is Imbue's vision for the future of software creation?

Imbue envisions a future where most software is agent-based, allowing individuals to create bespoke software tailored to their specific needs. This democratizes software creation, enabling users to build and own their digital environments rather than relying on centralized, corporate-controlled software.

What challenges does Imbue face in building AI agents?

Imbue faces challenges in ensuring reliability and robustness, especially in a collaborative model where users may need to check and refine the agent's output. Additionally, creating intuitive user experiences that align with human mental models is crucial for adoption.

How does Imbue approach the issue of AI-generated software accuracy?

Imbue focuses on verification and robustness, ensuring that agents can verify their own outputs. This involves improving the models' ability to self-check and correct mistakes, which is a key research direction for the company.

What role does reasoning play in Imbue's AI agents?

Reasoning is integral to Imbue's agents, particularly in the context of verification. While models can perform reasoning, they often lack the ability to verify their own outputs accurately. Imbue's research aims to enhance this capability, making agents more reliable and user-friendly.

What does Imbue's future vision for AI agents entail?

Imbue's vision is to democratize agent creation, enabling everyone to build their own agents. This would shift the focus from automation to empowerment, allowing individuals to automate parts of their own jobs and create bespoke software tailored to their needs.

How does Imbue address concerns about AI-generated software being deployed on the web?

Imbue envisions a future where individuals can create their own software to defend against intrusive or harmful automated systems. This includes building bespoke software to disrupt spam, scams, and other unwanted automated behaviors, empowering users to take control of their digital environments.

What is Imbue's stance on the relationship between AI agents and software scalability?

Imbue sees scalability in terms of a future where software is less hard-coded and more interactive, allowing for a vast ecosystem of bespoke software. This would enable individuals to create their own automated systems, leading to a more personalized and less centralized digital environment.

Chapters
This chapter explores the concept of AI agents, their purpose, and Imbue's approach to building them. It highlights the shift from agents as mere personal assistants to agents as collaborative tools that empower users to program their computers intuitively.
  • AI agents are evolving from simple personal assistants to collaborative systems.
  • Imbue's mission is to reinvent the personal computer by empowering users to create and own their AI agents.
  • The most effective way to interface with a computer is by writing code, and agents act as an abstraction layer on top of programming.

Shownotes Transcript

In this episode of the NVIDIA AI Podcast, Kanjun Qiu, CEO of Imbue, explores the emerging era where individuals can create and utilize their own AI agents. Drawing a parallel to the personal computer revolution of the late 1970s and 80s, Qiu discusses how modern AI systems are evolving to work collaboratively with users, enhancing their capabilities rather than just automating tasks.