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cover of episode Ep 59: OpenAI Product & Eng Leads Nikunj Handa and Steven Heidel on OpenAI’s New Agent Development Tools

Ep 59: OpenAI Product & Eng Leads Nikunj Handa and Steven Heidel on OpenAI’s New Agent Development Tools

2025/3/25
logo of podcast Unsupervised Learning

Unsupervised Learning
AI Deep Dive AI Chapters Transcript
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F
Francesc Campoy
M
Mark Mandel
N
Nikunj Handa
S
Steven Heidel
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Nikunj Handa: 我认为，未来几年，AI代理将越来越深入地融入我们日常使用的产品中，而不是仅仅存在于像ChatGPT这样的特定服务中。这将改变我们与技术的交互方式，使AI代理成为我们日常生活中不可或缺的一部分。 我们对API平台充满期待，因为它能够将AI代理技术普及到各个领域，让开发者充分发挥创造力，开发出各种各样的应用。 我们已经看到AI代理访问网络信息的方式正在发生转变，从单次检索进化到多次迭代、并行处理等更复杂的策略。这将使AI代理能够更有效地获取和处理信息，从而做出更准确的决策。 企业应该优先在内部构建AI代理来解决实际问题，之后再考虑将其与互联网连接。这将有助于企业更好地理解AI代理技术的应用价值，并逐步将其应用于更广泛的领域。 Steven Heidel: API的优势在于，我们无法预知开发者会用它构建什么，这将使AI代理在各个垂直领域得到广泛应用。这将推动AI代理技术的创新和发展，并为各行各业带来新的机遇。 强化微调技术能够帮助开发者训练模型，使其能够更好地理解特定领域的思维方式，从而构建更可靠、更高效的代理。这将使AI代理能够更好地适应不同的应用场景，并提供更个性化的服务。 计算机视觉技术在处理缺乏API的遗留应用程序和需要视觉和文本输入的场景中表现出色。这将使AI代理能够处理更广泛的数据类型，并为更多应用场景提供支持。 高级用户通常会将模型和工具结合使用，并通过迭代调整来实现目标，这表明将模型集成到工作流程中非常重要。将任务分解到多个代理中可以简化调试过程，并提高效率。

Deep Dive

Shownotes Transcript

Two weeks ago, OpenAI released its set of tools to help developers build agentic systems. Today on Unsupervised Learning, Nikunj Handa (Product Lead) and Steven Heidel (Eng Lead) answer some of the biggest questions around how developers should be thinking about building in the agentic paradigm in 2025.

 

[0:00] Intro

[0:57] OpenAI’s Vision for Consumer Interaction

[4:55] Building Multi-Agent Systems for Business Solutions

[6:57] Challenges and Innovations in AI Fine-Tuning

[13:24] Exploring Computer Use Cases and Applications

[17:24] Advanced Use Cases and Developer Insights

[25:33] Challenges with Context Storage and Chat Completions

[26:13] Introducing the Responses API and MCP

[27:20] AI Infrastructure Companies and Their Role

[29:39] Building the Tools Ecosystem

[30:21] Exploring Computer Use Models

[31:51] The Future of AI and Developer Tools

[38:40] Quickfire

 

With your co-hosts: 

@jacobeffron 

  • Partner at Redpoint, Former PM Flatiron Health

 

@patrickachase 

  • Partner at Redpoint, Former ML Engineer LinkedIn

 

@ericabrescia 

  • Former COO Github, Founder Bitnami (acq’d by VMWare)

 

@jordan_segall 

  • Partner at Redpoint