Odd Lots

We live in an era of charts that are going up and to the right. This image obviously describes the stock market, particularly any company whose business is adjacent to artificial intelligence. But beyond stocks, another sort of chart we keep seeing is of AI capabilities also going up and to the right. The most famous and viral of these comes from an organization called METR, which stands for Model Evaluation and Threat Research. The organization is focused on understanding the degree to which AI models can engage in autonomous, complex tasks. METR see this is as a particularly important benchmark, given the risk that AI could one day be engaged in recursive self improvement, taking humans out of the loop. But how do you really gauge a model's ability to do complex problems. And what is being measured for exactly? On this episode, we speak with METR's President Chris Painter as well as Joel Becker, a member of the technical staff who works on evaluation methods for the organization. We discuss both the mechanics and the philosophy of METR's work, and what it means when we see a a chart showing that Clause Opus 4.6 can do a task that would take a human nearly 12 hours.
Read more:DeepSeek Unveils Flagship AI Model a Year After BreakthroughMeta Inks Deal to Use Amazon’s Graviton Processors for AI
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We're living in an extraordinary moment for Latin American politics. From the ousting of Maduro to the ongoing oil blockade of Cuba to Javier Milei revving up a chainsaw at CPAC. Various leaders in different countries are taking different approaches to their relationship with the US. Each is aware that there is a high value in being close to Trump, but also each know that Trump won't be the US President forever. So how should we understand the different approaches being taken? Today we talk to James Bosworth, who is the the founder of Hxagon, a company that does political risk analysis and research primarily in Latin America. He is also the author the Latin America Risk Report newsletter. Our conversation with Bos covered what he calls the "orange shift," a region-wide realignment towards dealmaking with the Trump administration. We discuss how Latin American leaders are dealing with inflation, why Mexico's Claudia Sheinbaum and El Salvador's Nayib Bukele are so popular, how Brazil's Lula has surprised economic observers, and whether Trump will be able to find a "Delcy" elsewhere in the region.
Read more:Brazil Oil Driller Expanding in Venezuela as US Eases SanctionsMexico Inflation Slows Slightly, Keeping Another Rate Cut in Play
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Not too long ago, search engines were the dominant form of querying the internet. But that's changing since the rise of large language models like ChatGPT, Claude, and Google's Gemini. More and more people are getting their online info through AI, effectively bypassing the search bars of old and creating a tension for large tech companies that offer AI models, but also make money from web traffic and search-related advertising. In this episode, we speak with Elizabeth Reid, VP of search at Google. Liz has been with the company for more than two decades, witnessing multiple tech transformations in that time. So we talk with her about how Google is incorporating Gemini into search via AI overviews, what that means for traffic and ad sales, and the practical experience of search in an age of LLMs and internet slop.

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When it comes to the history of oil and energy, nobody is more famous or well respected than Daniel Yergin. He is the Vice Chairman of S&P Global, and the Pulitzer Prize winning author of both The Prize: The Epic Quest for Oil, Money, and Power and The New Map: Energy, Climate, and the Clash of Nations. So we had to get his insights on the war in Iran, and its historical significance. Yergin tells us that a "different world" will emerge from the crisis surrounding the closure of the Strait of Hormuz, regardless of the war's ultimate outcome. Iran's ability to control the Strait against a much stronger military is a demonstration that the balance of global power is changing, with profound ramifications for countries around the world. We discuss how different regions are being affected, and how it will change their calculus when it comes to energy security. We also talk about the AI industry's seemingly insatiable demand for electricity, and how this is rippling across the entire energy landscape.
Read more:
Oil Traders Warn of Recession Impact as Hormuz Hits Demand
China Aggressively Sold Oil in Recent Weeks, Mercuria CEO Says
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He's done it again. On Sunday night, building supply company QXO announced that it would be acquiring TopBuild for $17 billion. TopBuild sells and installs insulation for both the residential and commercial markets. For Brad Jacobs, the CEO of QXO, this is just the latest in a lifetime of deals he's made. In fact, he's made over 500 deals in his life across numerous public companies that he's founded, most of which have XO somewhere in the ticker. Brad's companies all tend to be highly focused on the so-called "old economy" or real physical world, but of course, as we've seen with the datacenter boom, the old economy is still hot and crucial. So we talk about the logic behind this deal, how the insulation market works, and the general state of the building supply market right now.

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