The Economics of AGI: Why Verification Is the New Scarcity w/ Christian Catalini

March 26, 2026

AI Summary

5 min read

🎙️ The Voices & The Context

The Format: A deep, casual, and intellectually stimulating interview between two crypto-native hosts and an economist/technologist. It feels like a fireside chat about the future of work.
The Key Players:
- Ryan Chan Adams & David Hoffman: The hosts of the Bankless podcast. They are self-described "techno-optimists" who are excited about the future but admit to feeling a "low-grade panic" about AI. They act as the audience's surrogate, asking the anxious questions.
- Christian Catalina: The guest. An economist and MIT scientist with a fascinating background—he was one of the creators of Facebook's Diem project and wrote a paper on blockchain economics a decade ago. He brings a rigorous, economic framework to the AI conversation.
The Vibe: Educational & Anxious-Optimistic. The conversation is driven by a palpable sense of uncertainty, but it’s channeled into a structured, analytical discussion. It’s the feeling of being on a rollercoaster that you’re pretty sure is safe, but you’re still gripping the bar.

🗝️ Key Themes & Topics

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What you'll learn

1 (00:02) **Opening & Guest Introduction** - Ryan and David introduce Christian Catalini, an economist and MIT scientist who co-created the Diem project at Facebook and wrote "The Simple Economics of AGI."
2 (03:50) **Why People Are Anxious About AI** - Christian explains the "low-grade fever" of uncertainty, especially among those closest to code, and why the doomer view underestimates upside.
3 (07:44) **Which Jobs Get Hit First & Hardest** - Christian outlines the "missing junior loop" and how AI substitutes for entry-level work across domains, while top experts are used to create training data that may eventually automate their own roles.
4 (11:00) **Taste, Judgment, and Measurement** - Christian argues that "taste" and "judgment" are vague copes; the real distinction is between measurable and unmeasurable.
5 (13:45) **Is Coding the Canary for All Industries?** - Christian says the change will be jagged, but the algorithm for risk is: is this job a wrapper around something not fundamentally valuable?
6 (16:06) **Cognition Was the Binding Constraint** - Christian explains that institutions were designed around scarce human intelligence, but that bottleneck is disappearing.
7 (20:17) **What Verification Really Means** - Christian defines verification as applying your own unique "weights" (from your life experience) to an AI's output to decide if it meets your standard.

+ Full timestamped outline available in the app

Show Notes

MIT economist Christian Catalini joins Ryan and David to unpack his new paper, "Some Simple Economics of AGI," which argues that the scarce resource in the AI economy is no longer intelligence but verification: the human capacity to check, judge, and certify that AI output is correct. Christian walks through the two cost curves reshaping every industry (cost to automate vs. cost to verify), explains why entry-level jobs are collapsing first through what he calls the "missing junior loop," why even top experts are unknowingly training their replacements (the "codifier's curse"), and maps out the three roles that survive the transition: Directors, Meaning Makers, and Liability Underwriters.

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TIMESTAMPS

0:00 Intro
3:42 The Low-Grade Panic
6:43 Who Gets Hit First, and Hardest?
13:06 Coding as Canary, or Exception?
16:21 Human Cognition Was the Binding Constraint
19:59 What Is Verification, Exactly?
29:10 The Codifier's Curse
31:21 The Expanding Iceberg: Non-Measurable Work
38:32 The Two Racing Cost Curves
41:59 Trojan Horse Externality
48:46 The Four Quadrants: Where Do You Want to Be?
54:12 Liability Underwriters and the Venture Capital Parallel
55:41 Directors: Navigating Unknown Unknowns
59:49 60-80% of Your Job Can Be Displaced
1:06:24 Button Pushers vs. Founders: The Great Resorting
1:12:08 The Luddite Risk: Political Backlash Against AI
1:17:30 What Companies and Investors Should Do
1:22:56 The Crypto Connection
1:25:11 Don't Panic: A Closing Playbook

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