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We explore the state of education just before the rise of AI, compare it to today, and extrapolate into the future.
Sources
ERRATA:
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It's amazing how useful illusion is for surviving in a cave, and staggering how destructive it is to our lives. The Buddha saw this 2500 years ago. Modern science sees it more clearly than ever.
In this episode I did not even get into the Fundamental Attribution Error or the vast suite of cognitive biases and logical fallacies to which we are prone.
But we are not doomed to live like this!
SOURCES
Yes, I read these!
Brickman, Coates & Janoff-Bulman (1978), J. Personality & Social Psychology 36.
Gilbert, Stumbling on Happiness (2006)
Gazzaniga & LeDoux, The Integrated Mind (1978).
Kurzban, Why Everyone (Else) Is a Hypocrite: Evolution and the Modular Mind (2010)
Wright, Why Buddhism Is True (2017)
Fadiman & Gruber, Your Symphony of Selves (2020)
Hunt, Marx, Lipson & Young (2018), J. Social & Clinical Psychology 37.
Allcott, Braghieri, Eichmeyer & Gentzkow (2020), American Economic Review 110(3).
Scitovsky, The Joyless Economy (1976).
Wrigley & Schofield, The Population History of England 1541–1871 (1981)
Killingsworth & Gilbert (2010), Science 330.
Kasser, The High Price of Materialism (2002).
Einstein–Born correspondence (1926); Bohr–Einstein debate.
McGilchrist, The Master and His Emissary (2009); McGilchrist Substack, Apr 2026 (Kastner 2024 paper).
Mercier & Sperber, "Why Do Humans Reason?" (2011), Behavioral and Brain Sciences.
Haidt, The Righteous Mind (2012)
Trivers, The Folly of Fools (2011)
Kahan, "Ideology, Motivated Reasoning, and Cognitive Reflection" (2012)
Dunbar, Grooming, Gossip, and the Evolution of Language (1996); Dunbar, Duncan & Marriott (1997).
Hardin & Higgins (1996); Higgins & Rholes (1978); Echterhoff, Higgins & Levine (2009), Perspectives on Psychological Science
Kopietz et al. (2010), Social Cognition
Festinger, When Prophecy Fails (1956).
Plato, Apology 38a5–6; Republic Book VII (514a–520a)
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As AI's capability grows, what once-human tasks will it be able to do, by when? What will those displaced humans do? We look to the automation revolutions of the past to see what the historical pattern has been, and explore in what ways AI is different that could change the pattern.
The pattern will change. The implications are immense.
Sources
Brynjolfsson & McAfee, "Will Humans Go the Way of Horses?", Foreign Affairs (2015): https://www.foreignaffairs.com/world/will-humans-go-way-horses
U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, Software Developers (SOC 15-1252): https://www.bls.gov/oes/2021/may/oes151252.htm · https://www.bls.gov/oes/2022/may/oes151252.htm · https://www.bls.gov/oes/2023/may/oes151252.htm · Occupational Outlook Handbook: https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm ·
Katja Grace et al., "Thousands of AI Authors on the Future of AI": https://arxiv.org/abs/2401.02843 · https://aiimpacts.org/wp-content/uploads/2023/04/Thousands_of_AI_authors_on_the_future_of_AI.pdf
Metaculus: "first general AI system" https://www.metaculus.com/questions/5121/ ·
"An AI Job Apocalypse?", Goldman Sachs Research, June 25, 2026: https://www.goldmansachs.com/insights/top-of-mind/an-ai-job-apocalypse (
Tyna Eloundou, Sam Manning, Pamela Mishkin, Daniel Rock, "GPTs are GPTs," Science 384 (2024): https://www.science.org/doi/10.1126/science.adj0998 ·
Stanford Digital Economy Lab, "Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of AI" (Nov 2025): https://digitaleconomy.stanford.edu/app/uploads/2025/11/CanariesintheCoalMine_Nov25.pdf
Maxim Massenkoff & Peter McCrory, "Labor Market Impacts of AI: A New Measure and Early Evidence," Anthropic (Mar 5, 2026): https://www.anthropic.com/research/labor-market-impacts
ERRATA:
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How much of your life -- and everyone's -- is a compulsive, futile effort to deny your own death? What happens when you see what's really happening?
Sources
Leontief’s horse. Wassily Leontief, 1983, National Academy of Engineering symposium
Humans and Horses. Brynjolfsson & McAfee, “Will Humans Go the Way of Horses?”, Foreign Affairs (2015): https://www.foreignaffairs.com/world/will-humans-go-way-horses
Software developer pay. U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics, Software Developers (SOC 15-1252): https://www.bls.gov/oes/2021/may/oes151252.htm · https://www.bls.gov/oes/2022/may/oes151252.htm · https://www.bls.gov/oes/2023/may/oes151252.htm ·
Occupational Outlook Handbook: https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm
Total-comp figure: Levels.fyi (2026).
AI timelines (experts). Katja Grace et al., “Thousands of AI Authors on the Future of AI” (2023 survey, 2,778 researchers): https://arxiv.org/abs/2401.02843 · https://aiimpacts.org/wp-content/uploads/2023/04/Thousands_of_AI_authors_on_the_future_of_AI.pdf
Goldman Sachs. “An AI Job Apocalypse?”, Goldman Sachs Research, June 25, 2026: https://www.goldmansachs.com/insights/top-of-mind/an-ai-job-apocalypse (Goldman’s own view is that the disruption is temporary.)
Occupational exposure. Tyna Eloundou, Sam Manning, Pamela Mishkin, Daniel Rock, “GPTs are GPTs,” *Science* 384 (2024): https://www.science.org/doi/10.1126/science.adj0998 · working paper: https://arxiv.org/abs/2303.10130
Stanford Digital Economy Lab, “Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of AI” (Nov 2025): https://digitaleconomy.stanford.edu/app/uploads/2025/11/CanariesintheCoalMine_Nov25.pdf
Current labor data. Maxim Massenkoff & Peter McCrory, “Labor Market Impacts of AI: A New Measure and Early Evidence,” Anthropic (Mar 5, 2026): https://www.anthropic.com/research/labor-market-impacts
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Look over the growth if AI's capability in the past 3 years, and the past year. What is it going to look like in 3 years, and what are the implications for all of us?
Some visions of the future of AI by some researchers on the cutting edge:
https://ai-2027.com/
Dario Amodei, Machines of Loving Grace (October 2024)
Leopold Aschenbrenner, Situational Awareness: The Decade Ahead (June 2024)
Eliezer Yudkowsky and Nate Soares, If Anyone Builds It, Everyone Dies (2025)
Nick Bostrom, Deep Utopia (2024)
The skeptics:
Arvind Narayanan and Sayash Kapoor, AI as Normal Technology (2025)
ERRATA:
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Hosted on Acast. See acast.com/privacy for more information.
There’s something really interesting happening in Ukraine. The few and far between Russian victories seem to be making them weaker. Yes, you read that right. Russian victories are draining the life out of their soldiers, making it harder to win the battles that come next. On the other hand, Ukrainian victories have been swift, dramatic, and devastating - with each win seemingly making them stronger.
The big question is, why is it that Ukrainians gain momentum with every win, but Russia can’t seem to build on their victories? Well, it all comes down to asymmetric momentum. And there are 6 major reasons for this.
Tune in to hear what these 6 reasons are and how the recent Ukrainian victories mark a critical juncture that will determine the course of the war.
00:00 Introduction
02:40 What is asymmetric momentum?
04:49 Ukrain’s positional warfare
06:55 Understanding Ukraine’s offensive and defensive strategies
08:16 Russia’s unintelligent retreat
10:37 How Russian political interests are affecting their progress
14:54 The poor discipline and lack of drive in Russian forces
16:42 Is the Russian army competent enough to win this war?
18:00 How Russia’s desire for a quick war is slowing their progress
20:40 Ukrainian motivation and their willingness to die for the right reasons
24:58 The impatient side of Russians uncovered
28:30 Many Russian conscripts will die due to lack of training and morale
29:36 The psychology behind Putin’s destructive Soviet-style leadership
32:04 Ukraine is playing the patient game
34:07 Summary
35:36 Parting thoughts
Ukrainian victories on the ground have been swift, dramatic, and devastating. And each win seems to make them stronger.
Russian victories (back when they happened), seemed to be slow and grinding, and wear the Rusisans down, making them weaker.
Why is it that Russians lose momentum with each victory, but Ukrainians gain it? Why such asymmetric momentum?
I see 6 (or 7, depending) major reasons:
Reconsidermedia.com
Reconsider Media on Twitter - https://twitter.com/reconsidermedia
Reconsider Media on Facebook - https://www.facebook.com/ReConsiderMedia/
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Mitchell Orenstein is a professor of Central and East European Politics in the Slavic department at the University of Pennsylvania and an associate of the Davis Center for Russian and Eurasian studies at Harvard. His research focuses on the political economy and international affairs of Central and Eastern Europe.
This episode is the latest installment to the four-part series on Reconsidering Russia, where we try to dig into Russia's historical and geopolitical context to help you better understand some of their moves today and what's going on in their country today.
Tune in to hear Eric, Xander, and Professor Orenstein dive deep into Russia's real objective in Ukraine, Eastern Vs. Western-leaning periods of Russian leadership, why Russia really needs to diversify its economy, and so much more.
00:00 Introduction
01:35 Why Geopolitics is not about reforms or democracy
03:49 What does Russia really want?
05:49 Understanding Russia's national interests and foreign policy preferences
12:59 Eastern Vs. Western-leaning periods of Russian leadership
16:33 Comparing Russian perceptions to the American interpretation
20:10 What does the 'Near Abroad' mean?
20:54 The democratization of Russia's 'Near Abroad'
24:12 Consequences of the collapse of the Soviet Union
28:10 The strategic and fundamental importance of Ukraine
32:14 Russian interests in Finland
34:57 The Nature of Germany's relationship with Russia
39:01 Caucasus as a region of strategic importance to Russia
44:15 Chinese and Russian interests in South-East Asia
47:15 China-Russia relations: Eternal rivals or emerging alliance
50:41 Russia's views on China's growth in power and influence
52:38 Russia-Japan dispute over Kuril Islands
54:50 Thoughts on Russia's domestic politics and foreign policy
58:35 Why Russia really needs to diversify its economy
01:01:58 What to expect from Russia in the next 5 to 10 years
01:05:18 Russia - a gas station with nuclear weapons
01:08:03 Parting thoughts
Links and Resources:
Reconsidermedia.com
Mitchel's website - https://www.mitchellorenstein.com/
Mitchel's profile on the Foreign Affairs Magazine - https://www.foreignaffairs.com/authors/mitchell-orenstein
Reconsider Media on Twitter - https://twitter.com/reconsidermedia
Reconsider Media on Facebook - https://www.facebook.com/ReConsiderMedia/
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Time in Kyiv: 9am, Tues, Sep 13th.
Kharkiv Oblast is free.
Zelenksy announced about 6 weeks ago that a major counter-offensive in the South would take place. After a month of attacking bridges, rail depots, ammunition depots, C&C, bases, etc etc etc, the offensive started in earnest. 2 weeks in, they haven’t gotten a ton of territory back.
But, as all of us paying attention know, the Southern offensive may have been the greatest diversion in warfare since WWII itself.
Over the last week, Ukraine launched the most dazzling counter-blitzkrieg I can think of. We’re going to go over all of that in its glorious detail here.
There’s so, so, so much we don’t know. Lots of opsec, lots intentionally hidden from the public. What I can say with certainty is there will be many a movie made about this in Hollywood -- this is one of the great moments in military and geopolitical history, period. It is very, very likely the tide of the war has turned, and for good. David is now on top of Goliath, pummeling him.
Please excuse the sound. I wasn’t planning to record while on break here but I just couldn't help it. I don’t have my mic!
Russian History on Facebook
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Mark Schauss is the host of Russian Rulers History and Battle Ground History. Known for being heavily well-versed with the history of Russia, Mark Schauss joins us in today’s episode to talk about the Russian history in its most authentic form. Mark shares everything from Russia’s first invasion to how all these historic events reflect on how Russia moves socio-politically in today’s world.
Russian History on Facebook
Russian Rulers Podcast
Russian Rulers History
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From the publisher's feed
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