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Why Recursive Self-Improvement Hits a Wall | Ramez Naam

11.11.2026 · 27 Min.

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Planetary VC investor Ramez Naam pushes back on runaway recursive self-improvement models and short AGI timelines, arguing that empirical lab data shows steep diminishing returns rather than exponential feedback loops. He compares theoretical benchmarks to real-world task horizons at OpenAI and Anthropic, explaining why fully autonomous AI researchers remain constrained by data, taste, and verification bottlenecks. Check out our sponsor Lovable: https://lovable.dev. Turn ideas into software people love.



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Timestamps:

(00:00) Introduction

(00:56) AI Futures Project 2027 Forecast

(04:50) Dollars In Versus Dollars Out

(10:31) AI Futures Cruxes And Benchmarks

(12:17) Evidence Needed To Update

(15:09) Why Forecasters Have Short Timelines

(21:47) Updating On Recent Uplift Data

(22:39) Superhuman Researchers Versus Generalized ASI

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Note: This podcast is not investment, legal, or tax advice, and is intended for informational and entertainment purposes only. Hosts and guests may hold positions in the companies and securities discussed; do your own research before acting on anything you hear.


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