Best Of: Is A.I. the Problem? Or Are We?
The Ezra Klein Show20 Joulu 2022

Best Of: Is A.I. the Problem? Or Are We?

This past year, we’ve witnessed considerable progress in the development of artificial intelligence, from the release of the image generators like DALL-E 2 to chat bots like ChatGPT and Cicero to a flurry of self-driving cars. So this week, we’re revisiting some of our favorite conversations about the rise of A.I. and what it means for the world.

Brian Christian’s “The Alignment Problem” is the best book on the key technical and moral questions of A.I. that I’ve read. At its center is the term from which the book gets its name. “Alignment problem” originated in economics as a way to describe the fact that the systems and incentives we create often fail to align with our goals. And that’s a central worry with A.I., too: that we will create something to help us that will instead harm us, in part because we didn’t understand how it really worked or what we had actually asked it to do.

So this conversation, originally recorded in June 2021 is about the various alignment problems associated with A.I. We discuss what machine learning is and how it works, how governments and corporations are using it right now, what it has taught us about human learning, the ethics of how humans should treat sentient robots, the all-important question of how A.I. developers plan to make profits, what kinds of regulatory structures are possible when we’re dealing with algorithms we don’t really understand, the way A.I. reflects and then supercharges the inequities that exist in our society, the saddest Super Mario Bros. game I’ve ever heard of, why the problem of automation isn’t so much job loss as dignity loss and much more.

Mentioned:

“Human-level control through deep reinforcement learning”

“Some Moral and Technical Consequences of Automation” by Norbert Wiener

Recommendations:

"What to Expect When You're Expecting Robots" by Julie Shah and Laura Major

"Finite and Infinite Games" by James P. Carse

"How to Do Nothing" by Jenny Odell

Thoughts? Email us at ezrakleinshow@nytimes.com. Guest suggestions? Fill out this form.

You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast, and you can find Ezra on Twitter @ezraklein. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.

“The Ezra Klein Show” is produced by Annie Galvin, Jeff Geld and Rogé Karma; fact-checking by Michelle Harris; original music by Isaac Jones; mixing by Jeff Geld; audience strategy by Shannon Busta. Special thanks to Kristin Lin.

Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

Jaksot(459)

Trump’s Big Budget Bomb

Trump’s Big Budget Bomb

Trump’s “big, beautiful bill” is the cruelest and most irresponsible piece of domestic legislation to be seriously proposed in my lifetime.When you think about this bill, you should think about risk. It would increase our risk of a fiscal crisis by adding a hefty sum to our nation’s debt, at a time when we’re alienating the countries that typically buy our debt. It would slash food stamps and strip health insurance from millions of people, increasing the risk that the safety net won’t be able to catch any of us, at a time when President Trump’s tariffs have increased the risk of a recession.It’s what I’m calling the Big Budget Bomb. And if it passes, we’ll all be in the blast radius.My guest today is Catherine Rampell. She’s an opinion columnist at The Washington Post and an anchor on MSNBC. She’s been covering this closely, so I asked her to come on the show to help talk through all the different risks this bill brings.Editor’s note: This episode was recorded before the House passed Trump’s domestic policy package.Mentioned:“Arkansas’s Medicaid experiment has proved disastrous” by Catherine Rampell“The Time Tax” by Annie Lowrey“Barbara Kingsolver Thinks Urban Liberals Have It All Wrong on Appalachia” by The Ezra Klein ShowBook Recommendations:Our Dollar, Your Problem by Ken RogoffDemon Copperhead by Barbara KingsolverShy by Mary Rodgers and Jesse GreenThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Rollin Hu. Fact-checking by Michelle Harris, with Kate Sinclair and Mary Marge Locker. Mixing by Isaac Jones and Aman Sahota. Our senior engineer is Jeff Geld. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Elias Isquith, Marina King, Jan Kobal, Kristin Lin and Jack McCordick. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Tyson Brody. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

23 Touko 1h 5min

How Groupthink Protected Biden and Re-elected Trump

How Groupthink Protected Biden and Re-elected Trump

This episode is about a seemingly simple question: Was there a Joe Biden cover-up?Jake Tapper and Alex Thompson’s new book argues there was. “Original Sin: President Biden’s Decline, Its Cover-Up, and His Disastrous Choice to Run Again” details how Biden’s top advisers closed the circle around him and tried to conceal the extent of his decline.But I think the story here is more complicated. If Biden’s top advisers were misleading the public, I think they were also lying to themselves. And if there was a cover-up, it had a lot of holes; voters had been telling pollsters they were worried about Biden’s age for years.So I wanted to have Tapper on the show to talk about the discoveries in his book, but also about some of the bigger questions raised by the Democratic Party’s decision to almost renominate Biden: How do you see what is right in front of your eyes? How do you avoid letting loyalty to a person or a party blind you?This episode contains strong language.Mentioned:“Democrats Have a Better Option Than Biden” by Ezra Klein“Behind Closed Doors, Biden Shows Signs of Slipping” by Annie Linskey and Siobhan HughesBook Recommendations:Lorne by Susan MorrisonHitler’s People by Richard EvansThe Holy Roller by Andy Samberg, Joe Trohman and Rick RemenderThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Elias Isquith. Fact-checking by Kelsey Kudak. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Michelle Harris, Rollin Hu, Marina King, Jan Kobal, Kristin Lin and Jack McCordick. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

21 Touko 1h 20min

Is Trump Losing? A Debate

Is Trump Losing? A Debate

Is Donald Trump eroding American democracy and consolidating power for himself? Or is he trying to do that and failing? Is this what sliding toward authoritarianism looks like? Or is this what a functioning democracy looks like? And how can you tell the difference?Two articles came out recently that offer very different perspectives on these questions. In Vox, Zack Beauchamp wrote a piece called “Trump Is Losing,” which argues that Trump’s efforts to cow his enemies and consolidate power are not organized or strategic enough to make a serious dent in our democratic system. In The New Yorker, Andrew Marantz published a piece that he reported in Hungary, about how life in a modern authoritarian regime doesn’t look and feel like you might expect: “You can live through the big one, it turns out, and still go on acting as if — still go on feeling as if — the big one is not yet here,” he writes.So I invited both Beauchamp and Marantz on the show to debate these big questions: What timeline are we on? What signs are they looking at? If we’ve crossed the line into authoritarianism, how would we know? Is Trump losing? Or is it possible he’s already won?This episode contains strong language.Mentioned:How Democracies Die by Steven Levitsky and Daniel Ziblatt“The Path to American Authoritarianism” by Steven Levitsky and Lucan A. Way“How Will We Know When We Have Lost Our Democracy?” by Steven LevitskyLucan Way and Daniel Ziblatt“Don’t Believe Him” by Ezra Klein“The Emergency Is Here” by Ezra KleinDemocracy May Not Exist But We’ll Miss It When It’s Gone by Astra TaylorRecommendationsPolitical Liberalism by John RawlsEichmann in Jerusalem by Hannah ArendtA World After Liberalism by Matthew RoseMelting Point by Rachel CockerellI’m Still Here (film)The Constitutional Bind by Aziz RanaThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Rollin Hu and Jack McCordick. Fact-checking by Michelle Harris. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Elias Isquith, Marina King, Jan Kobal and Kristin Lin. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

16 Touko 1h 13min

‘We Have to Really Rethink the Purpose of Education’

‘We Have to Really Rethink the Purpose of Education’

I honestly don’t know how I should be educating my kids. A.I. has raised a lot of questions for schools. Teachers have had to adapt to the most ingenious cheating technology ever devised. But for me, the deeper question is: What should schools be teaching at all? A.I. is going to make the future look very different. How do you prepare kids for a world you can’t predict?And if we can offload more and more tasks to generative A.I., what’s left for the human mind to do?Rebecca Winthrop is the director of the Center for Universal Education at the Brookings Institution. She is also an author, with Jenny Anderson, of “The Disengaged Teen: Helping Kids Learn Better, Feel Better, and Live Better.” We discuss how A.I. is transforming what it means to work and be educated, and how our use of A.I. could revive — or undermine — American schools.Mentioned:Brookings Global Task Force on AI EducationWinthrop’s World of EducationBook Recommendations:Democracy and Education by John DeweyUnwired by Gaia BernsteinBlueprint for Revolution by Srdja PopovicThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Annie Galvin. Fact-checking by Michelle Harris. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Rollin Hu, Elias Isquith, Marina King, Jan Kobal, Kristin Lin and Jack McCordick. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Alexander Gil Fuentes and Switch and Board Podcast Studio. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

13 Touko 1h 8min

Best Of: Margaret Atwood on American Myths and Authoritarianism

Best Of: Margaret Atwood on American Myths and Authoritarianism

A good rule of thumb is that whatever Margaret Atwood is worried about now, the rest of us will likely be worried about a decade from now. The rise of authoritarianism. A backlash against women’s social progress. Climate change leading to social unrest. Advertising permeating more and more of our lives.We originally released this episode back in March 2022. But just like Atwood’s work, it somehow only got more relevant with time. Atwood is the author of at least 17 novels, including the classic “The Handmaid’s Tale,” as well as 20 books of poetry and nine collections of short fiction. When we spoke, she’d just published an essay collection, “Burning Questions.” And she has a new book coming out this fall, “Book of Lives: A Memoir of Sorts.”Mentioned:Art & Energy by Barry LordBook recommendations:War by Margaret MacMillanBiased by Jennifer L. EberhardtSecrets of the Sprakkar by Eliza ReidCharlotte’s Web by E. B. WhiteLord of the Rings by J. R. R. TolkienThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com. You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Annie Galvin, Jeff Geld and Rogé Karma. Fact-checking by Michelle Harris, Kate Sinclair and Mary Marge Locker. Special thanks to Kristina Samulewski, Coral Ann Howells and Brooks Bouson. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Rollin Hu, Elias Isquith, Marina King, Jan Kobal, Kristin Lin, Jack McCordick and Aman Sahota. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

9 Touko 1h 7min

How a Red-District Democrat Is Navigating Trump

How a Red-District Democrat Is Navigating Trump

Representative Marie Gluesenkamp Perez is one of just 13 Democrats to represent a district that Donald Trump won. Her distinctive economic message, and a willingness to buck her own party, helped her win re-election. But now the reality of the Trump era is coming home.Gluesenkamp Perez faced raucous crowds at town halls in Washington State recently, with some of her more liberal constituents furious that she isn’t opposing the administration more forcefully. At the same time, the White House has started making economic arguments that sound very similar to ones that she’s made – that we should consume less, produce more and import less stuff from abroad.So I wanted to talk to her about how she’s navigating this moment. What does she think of Trump’s economic agenda? What reactions is she seeing across her district? How does a Democrat now represent both terrified liberals and loyal Trump voters?This episode contains strong language.Book Recommendations:The Wheelwright’s Shop by George SturtExperiences in Visual Thinking by Robert H. McKimChildren’s poetry anthologies from Jack PrelutskyThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Jack McCordick. Fact-checking by Michelle Harris, with Kate Sinclair. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Rollin Hu, Elias Isquith, Marina King, Jan Kobal and Kristin Lin. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Switch and Board Podcast Studio. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

6 Touko 57min

Trump vs. the Dollar

Trump vs. the Dollar

The U.S. dollar is the lingua franca of the global financial system. The fact that so much of the world relies on our currency has long been understood as our exorbitant privilege — the reason we have so much leverage in the global economy and are able to borrow at lower interest rates.But the Trump administration has a much more complicated relationship with the dollar. It has come to see dollar dominance as a burden we bear on behalf of the rest of the world. But in its attempts to move away from dollar dominance, is the Trump administration on the verge of creating a financial crisis?Kenneth Rogoff is a former chief economist at the International Monetary Fund and a professor of economics at Harvard University. He has a book coming out called “Our Dollar, Your Problem.” In this conversation he walks through the history of dollar dominance, why it’s been waning in recent years and what ripple effects the Trump administration’s policies might have.This episode contains strong language.Book Recommendations:Muppets in Moscow by Natasha Lance RogoffThe Queen’s Gambit by Walter TevisBenjamin Franklin by Walter IsaacsonThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Rollin Hu. Fact-checking by Michelle Harris, with Kate Sinclair and Mary Marge Locker. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Elias Isquith, Marina King, Jan Kobal, Kristin Lin and Jack McCordick. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

2 Touko 1h 2min

Abundance and the Left

Abundance and the Left

“Abundance,” the book I co-wrote with Derek Thompson, hit bookstore shelves a little over a month ago, and the response has been beyond anything I could have imagined. And it’s generated a lot of interesting critiques, too, especially from the left. So I wanted to dedicate an episode to talking through some of them.My guests today are both on the left but have very different perspectives. Zephyr Teachout is a law professor at Fordham University and one of the most prominent voices in the antimonopoly movement. Saikat Chakrabarti is the president and co-founder of New Consensus, a think tank that has been trying to think through what it would take to build at Green New Deal scale and pace. And he is currently running to unseat Nancy Pelosi in Congress.I found this conversation wonderfully clarifying — both in the places it revealed agreement, and perhaps even more in the places it revealed difference.Mentioned:“How the Gentry Won: Property Law’s Embrace of Stasis” by David Schleicher and Roderick M. Hills, Jr.“The High Cost of Producing Multifamily Housing in California” by Jason M. Ward and Luke SchlakeZephyr’s Book Recommendations:The Promise of Politics by Hannah ArendtThe Populist Moment by Lawrence GoodwynListen, Liberal by Thomas FrankSaikat’s Book Recommendations:Destructive Creation by Mark R. WilsonBad Samaritans by Ha-Joon ChangThe Defining Moment by Jonathan AlterThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find the transcript and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.htmlThis episode of “The Ezra Klein Show” was produced by Rollin Hu and Jack McCordick. Fact-checking by Michelle Harris, with Kate Sinclair and Mary Marge Locker. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota and Isaac Jones. Our executive producer is Claire Gordon. The show’s production team also includes Marie Cascione, Annie Galvin, Elias Isquith, Marina King, Jan Kobal and Kristin Lin. Original music by Pat McCusker. Audience strategy by Kristina Samulewski and Shannon Busta. The director of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

29 Huhti 1h 14min

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