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
  As AI handles more execution, people create value through judgment, direction, and orchestration.
• Build your own verification system
  The best AI users are developing agents, workflows, and tools that reflect their own preferences and standards.

Christian's LinkedIn: linkedin.com/ccatalini/
Christian's X: x.com/ccatalini
Christian's website: catalini.com
Economics of AGI: full paper
Jeremy's Persona File Template: YouTube/The8Files

00:00 Non-Measurable Frontiers
00:32 Meet Christian Catalini
01:08 The Economics of AGI
03:09 Why Verification Matters
06:37 Can Everything Be Measured?
10:32 The Rise of the Verifier
14:35 When Intelligence Gets Cheap
21:46 Building Your Verification Harness
24:08 Human + AI Augmentation
30:18 Persona Files and Privacy
33:12 Reasons for Optimism
36:00 Career Switching in the AI Era
39:31 The Debrief

📜 Read the transcript for this episode:

For more prompts, tips, and AI tools. Check out our website: https://www.beyondtheprompt.ai/ or follow Jeremy or Henrik on Linkedin:

Henrik: https://www.linkedin.com/in/werdelin
Jeremy: https://www.linkedin.com/in/jeremyutley

Show edited by Emma Cecilie Jensen.