Liron’s 700% Productivity Increase, Bernie & AOC’s Datacenter Ban, Are We In Full Takeoff? — Live Q&A

Liron’s 700% Productivity Increase, Bernie & AOC’s Datacenter Ban, Are We In Full Takeoff? — Live Q&A

March 31, 2026 · 1h 56m

About this episode

In this live Q&A episode, Liron Shapira discusses productivity increases, AI training, and the implications of a data center moratorium with multiple guests.

Multiple live callers join this month's Q&A as we react to Bernie Sanders and AOC's data center moratorium, the sudden shutdown of SORA 2, and the record breaking "Stop the AI Race" protest. I explain why Claude Code has me claiming a 700% productivity boost, what that means for takeoff timelines and debate instrumental convergence. Timestamps 00:00:00 — Cold Open 00:01:08 — Can AI Train on Its Own Data to Reach Superintelligence? 00:03:42 — Are We in the Takeoff? 700% Faster with Claude Code 00:04:27 — EJJ Joins: Is Instrumental Convergence Really That Dangerous? 00:16:44 — The Positive Feedback Loop Problem 00:20:09 — S-Risk, Consciousness, and Objective Morality 00:22:27 — Futarchy and Prediction Markets 00:24:31 — Low P(Doom) Arguments and Bayesian Updates 00:31:05 — Lee Cyrano Joins: Superintelligence Won’t Matter for Decades 01:02:45 — Lesaun Joins: Are There Adults in the Room? 01:17:39 — Connor Leahy: “There Are No Adults in the Room” 01:19:51 — Bernie Sanders Calls for a Data Center Moratorium 01:24:23 — Claude Code Anecdotes and Audience Q&A 01:35:49 — The Stop the AI Race Protest in San Francisco 01:41:38 — Known Unknowns and Risk Assessment 01:45:03 — From…

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