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Christian Catalini · Jun 24, 2026

Beyond The Prompt - How to use AI in your company: The Unexpected Economics of AGI - with Christian Catalini, Tech Founder and Co-Creator of Libra

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Christian believes the AI era will be defined less by generating outputs and more by evaluating them. As intelligence becomes cheaper and more accessible, the people who create the most value may be those who can distinguish good work from exceptional work and help guide increasingly capable systems. The conversation explores verification, judgment, and why expertise still matters in a world where AI can perform many tasks at a high level. Christian explains why today's experts are both highly valuable and simultaneously training the systems that may eventually replace parts of their work. Jeremy and Henrik also explore what this means at a personal level. They discuss building AI agents that reflect your own preferences, creating personal verification systems, and why AI may make it easier to learn new skills, switch careers, and pursue more ambitious ideas.Key Takeaways:

Verification becomes more valuable as intelligence gets cheaper

As AI makes generating outputs easier, the ability to recognize what is actually good becomes increasingly important.

Experts are training their own replacements

The people best positioned to verify AI outputs are also helping codify the expertise that trains future systems.

Human value shifts from doing to directing

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