Michael Levin & Adam Goldstein: Intelligence and its Many Scales

Michael Levin & Adam Goldstein: Intelligence and its Many Scales

Author: Daniel Bashir November 2, 2023 Duration: 57:21

In episode 97 of The Gradient Podcast, Daniel Bashir speaks to Professor Michael Levin and Adam Goldstein.

Professor Levin is a Distinguished Professor and Vannevar Bush Chair in the Biology Department at Tufts University. He also directs the Allen Discovery Center at Tufts. His group, the Levin Lab, focuses on understanding the biophysical mechanisms that implement decision-making during complex pattern regulation, and harnessing endogenous bioelectric dynamics toward rational control of growth and form. 

Adam Goldstein was a visiting scientist at the Levin Lab, where he worked on cancer research, and is the co-founder and Chairman of Astonishing Labs. Previously Adam founded Hipmunk, wrote tech books for O'Reilly, and was a Visiting Partner at Y Combinator.

Have suggestions for future podcast guests (or other feedback)? Let us know here or reach us at editor@thegradient.pub

Subscribe to The Gradient Podcast:  Apple Podcasts  | Spotify | Pocket Casts | RSSFollow The Gradient on Twitter

Outline:

* (00:00) Intro

* (02:37) Intros

* (03:20) Prof. Levin intro

* (04:26) Adam intro

* (06:25) A perspective on intelligence

* (08:40) Diverse intelligence — in unconventional embodiments and unfamiliar spaces, substrate independence

* (12:23) Failure of the life-machine distinction, text-based systems, grounding, and embodiment

* (16:12) What it is to be a Self, fluidity and persistence

* (22:45) The combination problem in cognitive function, levels and representation

* (27:10) Goals for AI / cognitive science, Prof Levin’s perspective on building intelligent systems

* (31:25) Adam’s and Prof. Levin’s recent research—regenerative medicine and cancer

* (36:25) Examples of regeneration, Adam on the right approach to the regeneration problem as generation

* (45:25) Protein engineering vs. Adam and Prof. Levin’s program, implicit assumptions underlying biology

* (48:15) Regeneration example in liver disease

* (50:50) Perspectives on AI and its goals

Links:

* Levin Lab homepage

* Forms of life, forms of mind

* Adam’s homepage

* Research

* On Having No Head: Cognition throughout Biological Systems

* Technological Approach to Mind Everywhere

* Living Things Are Not (20th Century) Machines: Updating Mechanism Metaphors in Light of the Modern Science of Machine Behavior

* Life, death, and self: Fundamental questions of primitive cognition viewed through the lens of body plasticity and synthetic organisms

* Modular cognition

* Endless Forms

* Future Medicine: from molecular pathways to the collective intelligence of the body

* Technological Approach to Mind Everywhere: an experimentally-grounded framework for understanding diverse bodies and minds

* The Computational Boundary of a “Self”: Developmental Bioelectricity Drives Multicellularity and Scale-Free Cognition

* Machine life



Get full access to The Gradient at thegradientpub.substack.com/subscribe

Hosted by Daniel Bashir, The Gradient: Perspectives on AI moves beyond surface-level headlines to explore the intricate machinery and human ideas shaping artificial intelligence. Each episode is built on a foundation of deep research, leading to conversations that are both technically substantive and broadly accessible. You'll hear from researchers, engineers, and philosophers who are actively building and critiquing our technological future, discussing not just how AI systems work, but the larger implications of their integration into society. This isn't about speculative hype; it's a grounded examination of real progress, persistent challenges, and ethical considerations from those on the front lines. The discussions peel back layers on topics like model architecture, policy, and the fundamental science behind the algorithms becoming part of our daily lives. For anyone curious about the substance behind the buzz-whether you have a technical background or are simply keen to understand a defining technology of our age-this podcast offers a crucial and thoughtful resource. Tune in for a consistently detailed and nuanced take that treats artificial intelligence with the complexity it deserves.
Author: Language: English Episodes: 100

The Gradient: Perspectives on AI
Podcast Episodes
Terry Winograd: AI, HCI, Language, and Cognition [not-audio_url] [/not-audio_url]

Duration: 1:33:21
In episode 87 of The Gradient Podcast, Daniel Bashir speaks to Professor Terry Winograd. Professor Winograd is Professor Emeritus of Computer Science at Stanford University. His research focuses on human-computer interac…
Gil Strang: Linear Algebra and Deep Learning [not-audio_url] [/not-audio_url]

Duration: 1:00:36
In episode 86 of The Gradient Podcast, Daniel Bashir speaks to Professor Gil Strang. Professor Strang is one of the world’s foremost mathematics educators and a mathematician with contributions to finite element theory,…
Anant Agarwal: AI for Education [not-audio_url] [/not-audio_url]

Duration: 47:40
In episode 85 of The Gradient Podcast, Andrey Kurenkov speaks to Anant AgarwalAnant Agarwal is the chief platform officer of 2U, and founder of edX. Anant taught the first edX course on circuits and electronics from MIT,…
Peli Grietzer: A Mathematized Philosophy of Literature [not-audio_url] [/not-audio_url]

Duration: 2:33:33
In episode 83 of The Gradient Podcast, Daniel Bashir speaks to Peli Grietzer. Peli is a scholar whose work borrows mathematical ideas from machine learning theory to think through “ambient” and ineffable phenomena like m…
Ryan Drapeau: Battling Fraud with ML at Stripe [not-audio_url] [/not-audio_url]

Duration: 1:06:31
In episode 82 of The Gradient Podcast, Daniel Bashir speaks to Ryan Drapeau.Ryan is a Staff Software Engineer at Stripe and technical lead for Stripe’s Payment Fraud organization, which uses machine learning to help prev…
Shiv Rao: Enabling Better Patient Care with AI [not-audio_url] [/not-audio_url]

Duration: 1:00:51
In episode 81 of The Gradient Podcast, Daniel Bashir speaks to Shiv Rao.Shiv Rao, MD is the co-founder and CEO of Abridge, a healthcare conversation company that uses cutting-edge NLP and generative AI to bring context a…
Hugo Larochelle: Deep Learning as Science [not-audio_url] [/not-audio_url]

Duration: 1:48:28
In episode 80 of The Gradient Podcast, Daniel Bashir speaks to Professor Hugo Larochelle. Professor Larochelle leads the Montreal Google DeepMind team and is adjunct professor at Université de Montréal and a Canada CIFAR…
Jeremie Harris: Realistic Alignment and AI Policy [not-audio_url] [/not-audio_url]

Duration: 1:30:35
In episode 79 of The Gradient Podcast, Daniel Bashir speaks to Jeremie Harris.Jeremie is co-founder of Gladstone AI, author of the book Quantum Physics Made Me Do It, and co-host of the Last Week in AI Podcast. Jeremy pr…
Antoine Blondeau: Alpha Intelligence Capital and Investing in AI [not-audio_url] [/not-audio_url]

Duration: 59:34
In episode 78 of The Gradient Podcast, Daniel Bashir speaks to Antoine Blondeau.Antoine is a serial AI entrepreneur and Co-Founder and Managing Partner of Alpha Intelligence Capital. He was chief executive at Dejima when…