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cover of episode Predicting the Earth with Josh Goldman: How KoBold Uses AI to Find Critical Minerals

Predicting the Earth with Josh Goldman: How KoBold Uses AI to Find Critical Minerals

2025/4/17
logo of podcast No Priors: Artificial Intelligence | Technology | Startups

No Priors: Artificial Intelligence | Technology | Startups

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Josh Goldman: 我是KoBold Metals的联合创始人兼总裁。我们公司致力于利用人工智能技术变革关键矿产(如锂和钴)的勘探方式,使这一过程比传统方法更快、更精确、更具可扩展性。我们结合独特的数据集、科学建模和预测算法,重新思考矿产勘探的基本原理。我们的技术方法包括收集和整合各种类型的数据,包括卫星图像、航空地球物理测量数据、岩石和土壤样本数据以及历史报告等。我们利用这些数据训练机器学习模型,从而预测潜在矿床的位置和特性。在实地勘探过程中,我们不断收集新的数据来改进我们的模型,并与地质学家合作,验证我们的假设。我们关注的是发现具有经济开发价值的矿床,并考虑监管环境和当地社区的因素。我们已经取得了一些显著的成功,例如在赞比亚发现了一个高品位大型铜矿床。 我们认为,矿产勘探是一个信息问题,稀缺资源是关于矿床位置的信息,而不是矿床本身。我们的技术能够帮助我们更有效地获取和利用这些信息,从而提高勘探的成功率。我们相信,通过结合人工智能和人类智慧,我们可以更好地应对日益严峻的矿产勘探挑战,为未来经济提供必要的关键矿产。 Sarah: (问题和引导性发言,例如关于KoBold Metals的业务模式、数据使用方式、技术方法、成功案例和未来展望等) Elad: (问题和引导性发言,例如关于KoBold Metals的技术细节、行业竞争、监管环境、社会责任和商业模式等)

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This week on No Priors, Sarah and Elad are joined by Josh Goldman, cofounder and president of KoBold Metals. KoBold is using AI to transform how we discover critical minerals like lithium and cobalt, making the exploration process faster, more precise, and more scalable than traditional methods. In this episode, Josh explains how KoBold is rethinking the fundamentals of mineral exploration by combining unique datasets, scientific modeling, and predictive algorithms. They dive into the company’s driving philosophy and technical approach, how they validate underground hypotheses, and why regulatory knowledge and a localized approach are crucial. Josh also discusses what success looks like in exploration today and the scarcity of world-class deposits.

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Show Notes:

0:00 Introduction

0:29 KoBold Metals

3:14 Using unique datasets

6:20 Traditional methods of lithium exploration

8:38 Regulatory vs. rarity constraints

13:40 Technical approach

16:25 Validating hypotheses

23:56 Redefining success in mineral exploration

25:44 Scarcity of good projects and deposits

32:44 Philosophy behind prediction

36:46 KoBold’s origin story