Why Recursive Self-Improvement Hits a Wall | Ramez Naam

About this episode

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. MTS is a live news and interview show covering technology, business, politics, and culture as it happens. Follow MTS: X | ⁠ https://twitter.com/MTSlive⁠ YouTube | ⁠ https://www.youtube.com/@mtsituation⁠ Spotify | ⁠https://open.spotify.com/show/4HUNNmV1pjV7CW6Lphm1rM⁠ Apple | ⁠https://podcasts.apple.com/us/podcast/mts/id1891088763⁠ Substack | ⁠ https://mtslive.substack.com/⁠ Interested in sponsoring the show? ⁠⁠⁠⁠⁠⁠sponsors@mts.now⁠⁠ – Brought to you by: Mongo DB - Anyone can prototype an agent. Learn how to get them into production on September 30th in New York - register at https://www.mongodb.com/events/mongodb-local/nyc Chargebee - Billing and monetization infrastructure for the AI era. https://www.chargebee.com/ Lovable - Turn ideas into software people love with Lovable. Start today at https://lovable.dev/ ElevenLabs - AI that communicates at human level across every channel and modality. https://elevenlabs.io/mts Factory - A 24/7 system turning signals into production software. Visit https://factory.com/ Neon (by Databricks) - Scale your startup on Neon. The Postgres backend for apps and agents. Built by Databricks. ⁠ https://neon.com/mts⁠ Today’s stream is sponsored by VCX , the public ticker for private tech. Head over to http://getvcx.com to learn more Kong - The AI connectivity platform. Connect APIs, LLMs, agents, and systems with serious security and governance. https://konghq.com Larridin - Finally prove what your AI investment is worth. Head to https://larridin.com/ today to start measuring your AI’s bottom line. Blitzy - Autonomous software development for enterprise codebases. Ship 5x faster. https://blitzy.com Arena - Measuring AI performance in the real world. ⁠ https://arena.ai/⁠ AdQuick - Make your brand a billboard. Out-of-home advertising as easy to scale as digital. https://adquick.com Clickhouse - The real-time database that keeps up with all of it. https://clickhouse.com/ – 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 – 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.