Policy Prompt

• Perfect Fit Content (from elevator music to your AI DJ with Liz Pelly)

  How do you discover music? College radio, word of mouth, serendipity — or your very own AI DJ? In 2006, Spotify’s founders discovered music as “a traffic source” for an advertising model, and have since transformed the music industry. But what are their goals or values when it comes to music and culture beyond the pursuit of profit, and what does it mean for musicians and music lovers? And why aren’t policy makers more concerned about this mega platform?In this episode of Policy Prompt, hosts Vass and Paul welcome Liz Pelly, music and media critic, and the author of Mood Machine: The Rise of Spotify and the Costs of the Perfect Playlist (Atria, 2025). Together they chat about how we’ve consumed our music over the years, and how it’s been fed to us, from the “stimulus progression” of Muzak’s elevator tunes to the “mood-driven logic” of Spotify’s algorithmic curation.In-Show Clips:00:12:57: AFP News Agency, “Sweden’s Pirate Party aims for kingmaker spot” (YouTube, March 26, 2010)00:18:34: CNBC Television: “Spotify is the platform for artists who want to break globally, says Evercore ISI’s Mark Mahaney” (YouTube, November 12, 2024)Mentioned:Muzak’s archives and the concept of “stimulus progression”: see https://muzakarchives.com/ and https://muzakarchives.com/stimulus-progression/Big Shiny Tariffs (public playlist): https://open.spotify.com/playlist/56kKurRKQmJnhJgvq9pSV5Big Shiny Tunes: https://en.wikipedia.org/wiki/Big_Shiny_TunesCanada’s Online Streaming Act (Bill C-11): www.canada.ca/en/canadian-heritage/services/modernization-broadcasting-act.htmlSongza: https://en.wikipedia.org/wiki/SongzaRhapsody/Napster: https://en.wikipedia.org/wiki/Napster_(streaming_service)“Pirate Bay”/Piratbyrån: https://en.wikipedia.org/wiki/Piratbyr%C3%A5nLiving Wage for Musicians Act of 2024: www.congress.gov/bill/118th-congress/house-bill/7763Federal Music Project: www.wnyc.org/series/works-progress-administration/aboutThe Musicians’ Union: a trade union representing more than 36,000 musicians across the United Kingdom working in all sectors of the music business and supporter of the Musicians’ CensusPublic Knowledge’s Streaming in the Dark project: see their video explainer and the 2024 paper by Meredith Filak Rose, “Streaming in the Dark: Competitive Dysfunction Within the Music Streaming Ecosystem” (Berkeley Journal of Entertainment and Sports Law 13 (1): 23–66)“Edmonton Public Library’s first digital public space, created to celebrate Edmonton’s local music scene and its history”: see https://capitalcityrecords.ca/ and https://capitalcityrecords.ca/albumsFurther Reading: Liz Pelly’s bio: https://lizpelly.info/Liz Pelly, Mood Machine: The Rise of Spotify and the Costs of the Perfect Playlist (Atria, 2025)Credits:Policy Prompt is produced by Vass Bednar and Paul Samson. Our technical producers are Tim Lewis and Melanie DeBonte. Fact-checking and background research provided by Reanne Cayenne. Marketing by Kahlan Thomson. Brand design by Abhilasha Dewan and creative direction by Som Tsoi.Original music by Joshua Snethlage.Sound mix and mastering by François Goudreault.Special thanks to creative consultant Ken Ogasawara.Be sure to follow us on social media.X: @_policypromptIG: @_policypromptListen to new episodes of Policy Prompt biweekly on major podcast platforms. Questions, comments or suggestions? Reach out to CIGI’s Policy Prompt team at [email protected].

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• What Does Innovation Actually Mean? (talking research, the academy and AI with Joel Blit)

  What does innovation actually mean, and how should we be thinking about it?In this episode, Vass and Paul welcome Joel Blit, an expert in innovation and innovation policy. Joel is a senior fellow at CIGI, and an associate professor of economics at the University of Waterloo, where he chairs the Council for Innovation Policy and Strategy. They discuss the mix of art and science that comprises innovation, the tensions surrounding it, and the different approaches — inside and outside the academy — that Canada and other jurisdictions are experimenting with to best generate and capture commercial and societal benefits from emerging technologies, in particular artificial intelligence. In-Show Clips:00:06:26: TVO Today, “Evaluating Performance-based Funding” (YouTube, October 3, 2019)00:46:40: BBC News, “How could AI affect jobs globally and worsen inequality?” (YouTube, January 15, 2024)Mentioned:“Sigma 2” in education: https://en.wikipedia.org/wiki/Bloom%27s_2_sigma_problemFurther Reading: Joel Blit’s bio: https://uwaterloo.ca/scholar/jblitCredits:Policy Prompt is produced by Vass Bednar and Paul Samson. Our technical producers are Tim Lewis and Melanie DeBonte. Fact-checking and background research provided by Reanne Cayenne. Marketing by Kahlan Thomson. Brand design by Abhilasha Dewan and creative direction by Som Tsoi.Original music by Joshua Snethlage.Sound mix and mastering by François Goudreault.Special thanks to creative consultant Ken Ogasawara.Be sure to follow us on social media.X: @_policypromptIG: @_policyprompt Listen to new episodes of Policy Prompt biweekly on major podcast platforms. Questions, comments or suggestions? Reach out to CIGI’s Policy Prompt team at [email protected].

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• Measuring and Visualizing AI (grounding decisions in data with Nestor Maslej)

  AI is going to affect us all and everyone has opinions about it. But what does the data say?In this episode of Policy Prompt, Vass and Paul welcome Nestor Maslej from Stanford University’s Institute for Human-Centered Artificial Intelligence, where he is the research manager of the AI Index and the Global AI Vibrancy Tool. In developing tools that track the advancement of AI, Nestor hopes to make the AI space more accessible to policy makers, business leaders and the lay public. Nestor discusses the excitement and fears surrounding this fast-moving technology and the importance of quantitative data in AI myth busting. “At the Index, we really feel that to make good decisions about this tech, whether you are in a boardroom, in a Parliament, or simply sitting in your living room, you need to have access to data and you have to actually understand what is going on with this technology.”In-Show Clips:00:10:55: CNBC, “How China’s New AI Model DeepSeek Is Threatening U.S. Dominance” (YouTube, January 24, 2025)00:30:11: Yahoo Finance, “What is the CHIPS act? The semiconductor bill with bipartisan support (and criticism)” (YouTube, July 20, 2022)00:41:07: The AI Navigator, “What is Jevons Paradox and how could it apply to AI?” (YouTube, May 2, 2024)Mentioned:The Stanford Institute for Human-Centered AI: https://hai.stanford.edu/aboutThe Stanford AI Index: https://hai.stanford.edu/ai-indexThe Stanford Global AI Vibrancy Tool: https://hai.stanford.edu/ai-index/global-vibrancy-toolJevons paradox: Greg Rosalsky, “Why the AI world is suddenly obsessed with a 160-year-old economics paradox” (NPR, February 4, 2025)Further Reading:Nestor Maslej’s bio: https://profiles.stanford.edu/nestor-maslejNestor Maslej, Loredana Fattorini, Raymond Perrault, Vanessa Parli, Anka Reuel, Erik Brynjolfsson, John Etchemendy, Katrina Ligett, Terah * Lyons, James Manyika, Juan Carlos Niebles, Yoav Shoham, Russell Wald and Jack Clark, Artificial Intelligence Index Report 2024 (Stanford, CA: Institute for Human-Centered AI, Stanford University, April 2024)Credits:Policy Prompt is produced by Vass Bednar and Paul Samson. Our technical producers are Tim Lewis and Melanie DeBonte. Fact-checking and background research provided by Reanne Cayenne. Marketing by Kahlan Thomson. Brand design by Abhilasha Dewan and creative direction by Som Tsoi.Original music by Joshua Snethlage.Sound mix and mastering by François Goudreault.Special thanks to creative consultant Ken Ogasawara.Be sure to follow us on social media.X: @_policypromptIG: @_policypromptListen to new episodes of Policy Prompt biweekly on major podcast platforms. Questions, comments or suggestions? Reach out to CIGI’s Policy Prompt team at [email protected].

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• Where Do Art History and Computer Science Meet? (drawing lessons with Amanda Wasielewski)

  In episode 12, artist and thinker Amanda Wasielewski joins hosts Vass and Paul to discuss the crossover and interplay between digital and capital-A art.Amanda, an associate senior lecturer of digital humanities and associate professor (docent) of art history in the Department of Archives, Libraries, and Museums at Uppsala University in Sweden, has exhibited her artwork internationally and recently published the monograph Computational Formalism: Art History and Machine Learning (MIT Press, 2023) and co-edited Critical Digital Art History: Interface and Data Politics in the Post-Digital Era, with Anna Näslund (University of Chicago Press, 2024). Amanda brings her art historian perspective to questions of data politics, including categorization, authentication, nuances lost in automation, the need to be able to see data sets, and both the fears and artistic potential surrounding generative technologies.In-Show Clips:00:08:12: Rakutentech, “Computer Vision — The Now & The Future — Rakuten Technology Conference 2019” (YouTube, December 25, 2019)00:11:14: SamDoesArts, “Why Artists are Fed Up with AI Art” (YouTube, December 24, 2022)00:22:48: Watchseenart, “Is Damien Hirst Sloppy or Suspicious?” (YouTube Short, March 21, 2024)00:49:56: The IT Crowd, “Series 2 — Episode 3: Piracy warning” (YouTube, March 18, 2009), parody of the original 2004 Motion Picture Association ad “You Wouldn’t Steal a Car” posted by HelloImAPizza (YouTube, October 3, 2022)01:00:42: The Wall Street Journal, “OpenAI’s Sora Made Me Crazy AI Videos — Then the CTO Answered (Most of) My Questions” (YouTube, March 13, 2024)Mentioned:Artist Jack Bishop: https://jackbishop.ca/More about the Group of Seven: www.gallery.ca/whats-on/exhibitions-and-galleries/experience-the-group-of-seven-at-the-galleryOn controversy surrounding dating of works by Damien Hirst: “Dating Discrepancy in Damien Hirst’s Formaldehyde Work Rocks Art World” by Rebecca Schiffman, Art & Object, March 25, 2024On “the famous case, which is still unresolved, of the painting of Christ…said to be of Da Vinci, but then said not to be”: “Salvator Mundi, Saudi Arabia and the saga of the missing masterpiece” by Vanessa Thorpe, The Guardian, August 24, 2024On “this famous paper…which proposed a technique called StyleGAN, which was replicated on the website ThisPersonDoesNotExist.com”: “Analyzing and Improving the Image Qualityof StyleGAN” by Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen and Timo Aila, preprint, arXiv, March 23, 2020Kate Crawford and Trevor Paglen, ImageNet Roulette project: https://paglen.studio/2020/04/29/imagenet-roulette/Further Reading: Amanda Wasielewski’s website: www.amandawasielewski.com/Amanda Wasielewski, Made in Brooklyn: Artists, Hipsters, Makers, Gentrifiers (Zero Books, 2018)Amanda Wasielewski, Computational Formalism: Art History and Machine Learning (MIT Press, 2023)“Next book out this fall”: Since this episode was recorded, Amanda Wasielewski and Anna Naslund’s co-edited book Critical Digital Art History: Interface and Data Politics in the Post-Digital Era has been released, published by University of Chicago Press in November 2024Credits:Policy Prompt is produced by Vass Bednar and Paul Samson. Our technical producers are Tim Lewis and Melanie DeBonte. Fact-checking and background research provided by Reanne Cayenne. Marketing by Kahlan Thomson. Brand design by Abhilasha Dewan and creative direction by Som Tsoi.Original music by Joshua Snethlage.Sound mix and mastering by François Goudreault.Special thanks to creative consultant Ken Ogasawara.Be sure to follow us on social media.X: @_policypromptIG: @_policypromptListen to new episodes of Policy Prompt biweekly on major podcast platforms. Questions, comments or suggestions? Reach out to CIGI’s Policy Prompt team at [email protected].

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  1:08:37
• How to Predict the Future with Accuracy (throwing darts with Robert de Neufville)

  Warren Buffett once said he would rather trust his money to monkeys throwing darts than financial advisers. So how do the monkeys’ chances of hitting the target stack up against those of, say, pollsters, Magic 8 Balls or star charts? Maybe the monkeys have practised.Meet Robert de Neufville, who is super at forecasting: someone whose predictions have proved far more accurate than regular forecasting and regularly outperform intelligence analysts’. Robert holds degrees in government and political science from Harvard and Berkeley, co-hosts the NonProphets: (Super)forecasting Podcast and has extensive experience in analyzing existential risk. Robert and hosts Vass and Paul discuss everything from Buffett’s monkeys and Moneyball to the importance of parking your biases, knowing what to research and the difference between hype and meaningful signal, to the value of expertise, new things to worry about and the need to stay skeptical.Mentioned:NonProphets (Super)forecasting Podcast by superforecasters Atief Heermance, Robert de Neufville and Scott Eastman: https://nonprophetspod.wordpress.com/For more on Elaine Rich and the Good Judgment Project, see Alix Spiegel on Morning Edition, “So You Think You’re Smarter Than A CIA Agent” (NPR, April 2, 2014)Philip E. Tetlock, one of the founders of Good Judgment, author of Expert Political Judgment: How Good Is It? How Can We Know?, 2nd ed. (Princeton University Press, 2017)Scholar Barbara Mellers: see, for example, “Human and Algorithmic Predictions in Geopolitical Forecasting: Quantifying Uncertainty in Hard-to-Quantify Domains” by Mellers, John P. McCoy, Louise Lu and Philip E. Tetlock, 2024, Perspectives on Psychological Science 19 (5), https://doi.org/10.1177/17456916231185339Swedish Defence Research Agency’s crowd forecasting site Glimt: https://glimt.nu/glimt/en/welcome.htmlBrier score: https://en.wikipedia.org/wiki/Brier_scoreFurther Reading: Robert de Neufville’s bio: https://goodjudgment.com/about/our-team/superforecaster-profiles/robert-de-neufville/Robert de Neufville’s Telling the Future Substack: https://tellingthefuture.substack.com/aboutFor more on IARPA (Intelligence Advance Research Projects Activity) and the massive supercasting tournament it launched in 2011, see: https://goodjudgment.com/common-questions-good-judgment-superforecasters/Credits:Policy Prompt is produced by Vass Bednar and Paul Samson. Our technical producers are Tim Lewis and Melanie DeBonte. Fact-checking and background research provided by Reanne Cayenne. Marketing by Kahlan Thomson. Brand design by Abhilasha Dewan and creative direction by Som Tsoi.Original music by Joshua Snethlage.Sound mix and mastering by François Goudreault.Special thanks to creative consultant Ken Ogasawara.Be sure to follow us on social media.X: @_policypromptIG: @_policypromptListen to new episodes of Policy Prompt biweekly on major podcast platforms. Questions, comments or suggestions? Reach out to CIGI’s Policy Prompt team at [email protected].

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