cover of episode Dust’s Gabriel Hubert and Stanislas Polu: Getting the Most From AI With Multiple Custom Agents

Dust’s Gabriel Hubert and Stanislas Polu: Getting the Most From AI With Multiple Custom Agents

2024/11/26
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Gabriel Hubert
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Stanislas Polu
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Dust公司的Gabriel Hubert和Stanislas Polu认为，单一模型无法满足所有需求，多模型集成是AI助理价值最大化的关键。他们认为，访问私有数据将是释放AI全部潜力的关键，并且AI应该增强而非取代人类能力。他们对AI模型的未来发展趋势进行了预测，包括模型的持续快速发展和技术停滞两种可能性。他们还讨论了开源模型的进展以及产品工程在AI应用中的重要性。他们认为，目前限制AI应用发展的瓶颈在于产品和工程能力，而非模型质量。他们分享了Dust系统在企业中的应用案例，以及如何找到那些愿意尝试新事物并构建工具的人才。他们还阐述了Dust公司的一些核心信念，例如专注于产品、增强而非取代人类能力，以及在获得产品市场契合度之前不会训练自己的模型。 Konstantine Buhler和Pat Grady介绍了Dust公司及其创始人的背景，并对他们的观点进行了总结。他们强调了Dust公司对AI多模型集成和应用的独特视角，以及他们对未来AI发展趋势的准确预测。

Deep Dive

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Gabriel and Stanislas discuss their confidence in the belief that multiple AI models will coexist, driven by the need for quick evaluation and comparison, security sensitivity, and the potential for local models.
  • Competition in the AI model market will drive the need for multi-model integration.
  • Security and data sensitivity will influence the choice of models.
  • Local models may be preferred for certain use cases due to latency and security concerns.

Shownotes Transcript

Founded in early 2023 after spending years at Stripe and OpenAI, Gabriel Hubert and Stanislas Polu started Dust with the view that one model will not rule them all, and that multi-model integration will be key to getting the most value out of AI assistants. In this episode we’ll hear why they believe the proprietary data you have in silos will be key to unlocking the full power of AI, get their perspective on the evolving model landscape, and how AI can augment rather than replace human capabilities.

Hosted by: Konstantine Buhler and Pat Grady, Sequoia Capital

00:00 - Introduction

02:16 - One model will not rule them all

07:15 - Reasoning breakthroughs

11:15 - Trends in AI models

13:32 - The future of the open source ecosystem

16:16 - Model quality and performance

21:44 - “No GPUs before PMF”

27:24 - Dust in action

37:40 - How do you find “the makers”

42:36 - The beliefs Dust lives by

50:03 - Keeping the human in the loop

52:33 - Second time founders

56:15 - Lightning round