# The Cognitive Revolution Markdown copy of https://realalpha.app/shows/cognitive-revolution/ on Real Alpha, the best minutes from long interviews with the people building AI. Cite and link the page, not this copy. [Best AI podcasts](https://realalpha.app/best/ai-podcasts/) Research and big ideas · [No. 13 of 37 AI podcasts](https://realalpha.app/best/ai-podcasts/#cognitive-revolution) The Cognitive Revolution is a long-form conversation show on research and big ideas, hosted by Nathan Labenz, with a new episode a few times a week. 11 moments cut from 4 episodes, 3 with an AI builder talking, mostly on biology & drugs and safety & alignment. - [Nathan Labenz](https://realalpha.app/hosts/) **New episodes** A few times a week **Latest** Oct 22, 2026 **Moments cut** 11 **Episodes cut** 4 What its moments are about - Biology & drugs 3 - Safety & alignment 3 - AI agents 3 - Enterprise AI 3 - Frontier models 2 - Inference & cost 2 ## Best moments from The Cognitive Revolution From its most-watched episodes, best first. Each plays right here. 1. The Cognitive Revolution · Oct 7, 2026 · 5 min **[An intent model lets AI generate enterprise code deterministically](https://realalpha.app/s/an-intent-model-lets-ai-generate-enterprise-code/)** > “you press a button to deterministically, or you ask Claude to do it, you deterministically generate the code” The Cognitive Revolution [8:45](https://realalpha.app/v/Y2qs-BKoMb4/?t=525) 2. The Cognitive Revolution · Oct 10, 2026 · 2 min **[Resampling every token shows where answers collapse](https://realalpha.app/s/resampling-every-token-shows-where-answers-collapse/)** > “there will be certain points in reasoning that the model was initially sort of at a 50% chance of this answer and 30% chance of this answer.” The Cognitive Revolution [7:55](https://realalpha.app/v/LgX0QF2D9y0/?t=475) 3. The Cognitive Revolution · Oct 14, 2026 · 4 min **[Why an AI takeover is much harder than the rogue-agent panic suggests](https://realalpha.app/s/why-an-ai-takeover-is-much-harder-than-the-rogue-agent-panic/)** > “Where I get off the train is I think takeover is a lot harder than maybe the literal statement suggests.” The Cognitive Revolution [1:11:20](https://realalpha.app/v/SBlVJyoT3IM/?t=4280) 4. The Cognitive Revolution · Oct 20, 2026 · 5 min **[Cell models need information-rich data and useful inductive bias](https://realalpha.app/s/cell-models-need-information-rich-data-and-useful-inductive/)** > “So what I think is possible now is an information theoretic model of the cell.” The Cognitive Revolution [16:38](https://realalpha.app/v/l6DPAwgUr-8/?t=998) 5. The Cognitive Revolution · Oct 7, 2026 · 5 min **[Most enterprise workloads do not need frontier models](https://realalpha.app/s/most-enterprise-workloads-do-not-need-frontier-models/)** > “the reality for most organizations today is that they don't need frontier models for their enterprise workloads, like almost none of enterprise workloads.” The Cognitive Revolution [29:14](https://realalpha.app/v/Y2qs-BKoMb4/?t=1754) 6. The Cognitive Revolution · Oct 10, 2026 · 3 min **[Reasoning models enumerate options, then pick from the soup](https://realalpha.app/s/reasoning-models-enumerate-options-then-pick-from-the-soup/)** Bigelow argues modern reasoning models fix the backtracking problem by listing every option, then choosing. He says reasoning is almost a misnomer for this. ## The best The Cognitive Revolution episodes Ranked as our lists rank shows: a point for each best minute we cut from it, one more when an AI builder is talking, and one more when it cleared our views bar. 1. 01 [Software That Never Breaks: OutSystems CEO Woodson on Building Enterprise-Grade Apps at AI Speed](https://realalpha.app/v/Y2qs-BKoMb4/) Oct 7, 2026 · 3 moments 2. 02 [A World Model of Life: Biohub's Alex Rives on Virtual Cells, Measurement, & the $1.8B Data Push](https://realalpha.app/v/l6DPAwgUr-8/) Oct 20, 2026 · 3 moments 3. 03 [Governing AI Agents: Alan Chan of GovAI on Monitoring, Agent IDs, Rogue Agents & Preparing for RSI](https://realalpha.app/v/SBlVJyoT3IM/) Oct 14, 2026 · 3 moments 4. 04 [How Agents Decide: Goodfire's Eric Bigelow on Critical Tokens, Phase Shifts, & In-Context Learning](https://realalpha.app/v/LgX0QF2D9y0/) Oct 10, 2026 · 2 moments ## The 4 guests we’ve cut - [Woodson Martin](https://realalpha.app/builders/woodson-martin/) CEO, OutSystems 8 moments - [Alex Reeves](https://realalpha.app/people/alex-reeves/) 8 moments - [Alan Chan](https://realalpha.app/people/alan-chan/) Senior research fellow, GovAI 3 moments - [Eric Bigelow](https://realalpha.app/people/eric-bigelow/) Member of Technical Staff, Goodfire 2 moments ## Recent episodes - The Cognitive Revolution **[AI’s Physical Bottlenecks: GPU Markets and the Chip Investment Thesis](https://realalpha.app/v/41o_m4CD9Vg/)** 488 views · Oct 22 - The Cognitive Revolution **[Frontier AI and the Fight Over How to Pace It | Zvi Mowshowitz](https://realalpha.app/v/ldpIOdGwCF0/)** Zvi Mowshowitz 1.3K views · Oct 21 - The Cognitive Revolution **[A World Model of Life: Biohub's Alex Rives on Virtual Cells, Measurement, & the $1.8B Data Push](https://realalpha.app/v/l6DPAwgUr-8/)** Alex Rives · Head of Science, Biohub [14:36](https://realalpha.app/v/l6DPAwgUr-8/?t=876) of 1:04:00 · Oct 20 - The Cognitive Revolution **[Governing AI Agents: Alan Chan of GovAI on Monitoring, Agent IDs, Rogue Agents & Preparing for RSI](https://realalpha.app/v/SBlVJyoT3IM/)** Alan Chan · Research Fellow, GovAI [1:10:05](https://realalpha.app/v/SBlVJyoT3IM/?t=4205) of 2:17:48 · Oct 14 - The Cognitive Revolution **[How Agents Decide: Goodfire's Eric Bigelow on Critical Tokens, Phase Shifts, & In-Context Learning](https://realalpha.app/v/LgX0QF2D9y0/)** Eric Bigelow · Researcher, Goodfire [6:30](https://realalpha.app/v/LgX0QF2D9y0/?t=390) of 2:00:51 · Oct 10 - The Cognitive Revolution **[Software That Never Breaks: OutSystems CEO Woodson on Building Enterprise-Grade Apps at AI Speed](https://realalpha.app/v/Y2qs-BKoMb4/)** Woodson Martin · CEO, OutSystems [7:29](https://realalpha.app/v/Y2qs-BKoMb4/?t=449) of 1:10:12 · Oct 7 ## Host this show? 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