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Leverage

Tools, code, capital and debt multiply what one person can do, in both directions.

Our reading of the idea · 5 claims from 5 people, in their own words

Who thinks with this

Alexandr WangDex HorthyHoward MarksJamie DimonTom Verrilli

AI gives an individual contributor so much leverage that one very senior product manager beats three entry-level ones.

  1. Tom Verrilli Chief product officer at the live-shopping marketplace Whatnot you can have one very senior PM across more things and they can be more efficient than having, you know, three relatively entry-level PMs. This CPO regrets that product management exists | Tom Verrilli (CPO of Whatnot)youtube.com · 2 Aug 2026 · 0:14:22 into the videoAll korrents from this video
    you can have one very senior PM across more things and they can be more efficient than having, you know, three relatively entry-level PMs.

AI has ended the David-versus-Goliath era of startups: a startup that properly embraces agents can now easily outcompete incumbents.

  1. Alexandr Wang Founder of Scale AI and, since 2025, Chief AI Officer… And now I actually think with the power of agents um and AI broadly speaking, it's much closer to Goliath versus Goliath. Like I think but maybe the startup is like a Mecca Goliath that is like vastly enhanced by the power of agents and AI and you know, the the large companies are the sort of like more traditional Goliath, so to speak. But I think that startups now like if you properly embrace AI agents and um figure out the way to leverage their strengths in the most like ambitious ways, you can easily outcompete incumbents. Alexandr Wang: “This is a Once-in-a-Civilization Opportunity”youtube.com · 29 Jul 2026 · 10:50 into the videoAll korrents from this video
    And now I actually think with the power of agents um and AI broadly speaking, it's much closer to Goliath versus Goliath. Like I think but maybe the startup is like a Mecca Goliath that is like vastly enhanced by the power of agents and AI and you know, the the large companies are the sort of like more traditional Goliath, so to speak. But I think that startups now like if you properly embrace AI agents and um figure out the way to leverage their strengths in the most like ambitious ways, you can easily outcompete incumbents.

    Watch from 10:50 plays here

    ↗Alexandr Wang: “This is a Once-in-a-Civilization Opportunity”youtube.com

    29 Jul 2026 · video · 32m · spoken · machine transcript

A plan that spells out every line of code to change gives you no leverage: it costs as long to read as the pull request, so you end up skimming it and reading the code twice.

  1. Dex Horthy Founder of the agent company HumanLayer And the plan doc, what was bad about it is it didn't give you leverage. The plan was every single line of code that was going to change like in diff blocks and like all the new stuff to write. And so like people would review these plans. We recommended this. We told people to read the plans. We read all our plans. And then eventually I found myself like I just kind of skimmed the plans. Context engineering with Dex Horthyyoutube.com · 15 Jul 2026 · 1:02:53 into the videoAll korrents from this video
    And the plan doc, what was bad about it is it didn't give you leverage. The plan was every single line of code that was going to change like in diff blocks and like all the new stuff to write. And so like people would review these plans. We recommended this. We told people to read the plans. We read all our plans. And then eventually I found myself like I just kind of skimmed the plans.

    Watch from 1:02:53 plays here

    ↗Context engineering with Dex Horthyyoutube.com

    15 Jul 2026 · video · 1h 33m · spoken · machine transcript

In financial services what kills you is leverage and aggressive accounting, not bad luck.

  1. Jamie Dimon Chairman and chief executive of JPMorgan Chase And and the thing about financial services, leverage kills you. Aggressive accounting can kill you, which a lot of companies do do. The Jamie Dimon Interview: How JP Morgan Became an $800 Billion Bankyoutube.com · 16 Jul 2025 · 0:22:21 into the videoAll korrents from this video
    And and the thing about financial services, leverage kills you. Aggressive accounting can kill you, which a lot of companies do do.

    Watch from 0:22:21 plays here

    ↗The Jamie Dimon Interview: How JP Morgan Became an $800 Billion Bankyoutube.com

    16 Jul 2025 · video · 1h 06m · spoken · machine transcript

Leverage in the AI build-out is neither to be applauded nor feared; what matters is how much debt there is and what backs it.

  1. Howard Marks Co-founder and co-chairman of Oaktree Capital Management Debt is neither a good thing nor a bad thing per se. Likewise, the use of leverage in the AI industry shouldn’t be applauded or feared. Is It a Bubble?oaktreecapital.com · 9 Dec 2025All korrents from this piece
    Debt is neither a good thing nor a bad thing per se. Likewise, the use of leverage in the AI industry shouldn’t be applauded or feared.

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