Fact Check: AI will change how billions work and live.

Fact Check: AI will change how billions work and live.

Published June 17, 2025
VERDICT
True

# Fact Check: "AI will change how billions work and live." ## What We Know Artificial Intelligence (AI) is rapidly evolving and becoming increasingly...

Fact Check: "AI will change how billions work and live."

What We Know

Artificial Intelligence (AI) is rapidly evolving and becoming increasingly integrated into various sectors, significantly influencing how people work and live. The 2023 State of AI in 14 Charts report highlights that AI's impact is profound, with advancements in technical performance, ethics, education, and economic implications. For instance, the report notes a substantial increase in job postings requiring AI skills, indicating a growing demand for AI-related expertise across all sectors. In 2022, the number of AI job postings rose significantly compared to previous years, with California leading in AI-related job opportunities (source-1).

Moreover, the 2025 AI Index Report emphasizes that AI is not just a technological phenomenon but is also reshaping industries and daily life. The report states that AI systems are now capable of outperforming humans in certain tasks, such as programming, and highlights the FDA's approval of 223 AI-enabled medical devices in 2023, a significant increase from just six in 2015 (source-2). This indicates that AI is being adopted in critical areas such as healthcare, thereby changing how services are delivered and experienced by billions.

Analysis

The claim that "AI will change how billions work and live" is supported by a variety of data points and trends. The increasing integration of AI into everyday life is evident in sectors like healthcare, where AI technologies are being utilized to enhance patient care and operational efficiency (source-2). The rise in AI job postings and the significant investment in AI technologies further corroborate this claim, as businesses adapt to leverage AI for competitive advantage (source-1).

However, it is important to critically assess the sources of this information. The reports from Stanford HAI are produced by an interdisciplinary group of experts and are recognized as credible resources in the field of AI. They provide a comprehensive overview of AI's impact on society, making them reliable for understanding the transformative potential of AI (source-1, source-2).

Conversely, while the reports present a positive outlook on AI's capabilities, they also acknowledge the ethical challenges and potential job displacement caused by automation (source-1). The Bureau of Labor Statistics projects that AI will significantly affect job markets, particularly in roles that are easily automated, which may lead to job losses in certain sectors. This duality of AI's impact—both beneficial and disruptive—should be considered when evaluating the overall claim.

Conclusion

Verdict: True. The assertion that "AI will change how billions work and live" is substantiated by substantial evidence from credible sources. AI is increasingly becoming a part of daily life and work processes, with significant implications for employment, healthcare, and various industries. While there are challenges associated with this transformation, the overarching trend indicates that AI will indeed reshape the way billions of people engage with their work and personal lives.

Sources

  1. 2023 State of AI in 14 Charts - Stanford HAI
  2. The 2025 AI Index Report | Stanford HAI
  3. Incorporating AI impacts in BLS employment projections

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Miller isn’t concerned about the state of New York “society.” What bothers him is the idea of nonwhite people having political power. Bessent isn’t really deeply worried about Zamdani’s economic ideas. But he feels free, maybe even obliged, to slander a foreign-born Muslim with language he would never use about a white Christian politician, even if that politician were (like some of his colleagues in the Trump administration) a total crackpot. And while Tuberville stands out even within his caucus as an ignorant fool, his willingness to use dehumanizing language about millions of people shows that raw racism is rapidly becoming mainstream in American politics. Remember, during the campaign both Trump and JD Vance amplified the slanders about Haitians eating pets. And now that they’re in office, you can see the resurgence of raw racism all across Trump administration policies, large and small. You can see it, for example, in the cuts at the National Institutes of Health, which are so tilted against racial minorities that a federal judge — one appointed by Ronald Reagan! — declared I’ve never seen a record where racial discrimination was so palpable. I’ve sat on this bench now for 40 years. I’ve never seen government racial discrimination like this. You can see it in the renaming of military bases after Confederate generals — that is, traitors who fought for slavery. You can even see it in a change in the military’s shaving policy that is clearly custom-designed to drive Black men — who account for around a quarter of the Army’s new recruits — out of the service. So racism and bigotry are back, big time. Who’s safe? Nobody. Are you a legal immigrant? Well, the Supreme Court just allowed Trump to summarily strip half a million U.S. residents of that status, and only a fool would imagine that this is the end of the story. Anyway, when masked men who claim to be ICE agents but refuse to show identification are grabbing people off the streets because they think those people look illegal, does legal status even matter? Does it even matter if you’re a U.S. citizen? And the One Big Beautiful Bill Act is set to massively increase ICE’s funding — basically setting up a huge national secret police force. Now, maybe you imagine that you yourself won’t suffer from this new reign of bigotry and imagine that everyone you care about is similarly safe. But if that’s what you think, you’re likely to face a rude awakening. I personally don’t have any illusions of safety. Yes, I’m a native-born white citizen. But my wife and her family are Black, and some of my friends and relatives are foreign-born U.S. citizens. Furthermore, I’m Jewish, and anyone who knows their history realizes that whenever right-wing bigotry is on the ascendant, we’re always next in line. Are there really people out there naïve enough to believe MAGA’s claims to be against antisemitism, who can’t see the transparent cynicism and dishonesty? The fact is that the Trump administration already contains a number of figures with strong ties to antisemitic extremists. The Great Replacement Theory, which has de facto become part of MAGA’s ideology, doesn’t just say that there’s a conspiracy to replace whites with people of color; it says that it’s a Jewish conspiracy. So I’m definitely scared of what the many antisemites inside or with close ties to the Trump administration may eventually do. And no, I’m not frightened at all by the prospect that New York may soon have a somewhat leftist Muslim mayor. Anyway, my personal fears are beside the point. Everyone who cares about keeping America America needs to take a stand against the resurgence of bigotry. Because the truth is that we’re all rats now. MUSICAL CODA Discussion about this post Michael Roseman Jun 30 Edited For a while, American bigotry was ashamed of itself. Or pretended to be. Now it runs the government. Reply Share 106 replies Megan Rothery Jun 30 Edited Take a stand - Call. Write. Email. Protest. Unrelentingly. Use/share this spreadsheet as a resource to call/email/write members of Congress, the Cabinet and news organizations. Reach out to those in your own state, as well as those in others. Use your voice and make some “good trouble” ❤️‍🩹🤍💙 https://docs.google.com/spreadsheets/d/13lYafj0P-6owAJcH-5_xcpcRvMUZI7rkBPW-Ma9e7hw/edit?usp=drivesdk Reply Share 31 replies 852 more comments... No posts Ready for more? © 2025 Paul Krugman Privacy ∙ Terms ∙ Collection notice Start writing Get the app Substack is the home for great culture

Detailed fact-check analysis of: Paul Krugman Paul Krugman We’re All Rats Now Time to take a stand, again, against racism Paul Krugman Jun 30, 2025 Zohran Mamdani’s upset victory in New York’s Democratic primary has created panic in MAGAland. Stephen Miller, the architect of Donald Trump’s deportation policies, waxed apocalyptic: Scott Bessent, the Treasury secretary, declared that New York is about to turn into “Caracas on the Hudson.” And Sen. Tommy Tuberville of Alabama basically declared New York’s voters subhuman, saying: These inner-city rats, they live off the federal government. And that’s one reason we’re $37 trillion in debt. And it’s time we find these rats and we send them back home, that are living off the American taxpayers that are working very hard every week to pay taxes. These reactions are vile, and they’re also dishonest. Whatever these men may claim, it’s all about bigotry. Miller isn’t concerned about the state of New York “society.” What bothers him is the idea of nonwhite people having political power. Bessent isn’t really deeply worried about Zamdani’s economic ideas. But he feels free, maybe even obliged, to slander a foreign-born Muslim with language he would never use about a white Christian politician, even if that politician were (like some of his colleagues in the Trump administration) a total crackpot. And while Tuberville stands out even within his caucus as an ignorant fool, his willingness to use dehumanizing language about millions of people shows that raw racism is rapidly becoming mainstream in American politics. Remember, during the campaign both Trump and JD Vance amplified the slanders about Haitians eating pets. And now that they’re in office, you can see the resurgence of raw racism all across Trump administration policies, large and small. You can see it, for example, in the cuts at the National Institutes of Health, which are so tilted against racial minorities that a federal judge — one appointed by Ronald Reagan! — declared I’ve never seen a record where racial discrimination was so palpable. I’ve sat on this bench now for 40 years. I’ve never seen government racial discrimination like this. You can see it in the renaming of military bases after Confederate generals — that is, traitors who fought for slavery. You can even see it in a change in the military’s shaving policy that is clearly custom-designed to drive Black men — who account for around a quarter of the Army’s new recruits — out of the service. So racism and bigotry are back, big time. Who’s safe? Nobody. Are you a legal immigrant? Well, the Supreme Court just allowed Trump to summarily strip half a million U.S. residents of that status, and only a fool would imagine that this is the end of the story. Anyway, when masked men who claim to be ICE agents but refuse to show identification are grabbing people off the streets because they think those people look illegal, does legal status even matter? Does it even matter if you’re a U.S. citizen? And the One Big Beautiful Bill Act is set to massively increase ICE’s funding — basically setting up a huge national secret police force. Now, maybe you imagine that you yourself won’t suffer from this new reign of bigotry and imagine that everyone you care about is similarly safe. But if that’s what you think, you’re likely to face a rude awakening. I personally don’t have any illusions of safety. Yes, I’m a native-born white citizen. But my wife and her family are Black, and some of my friends and relatives are foreign-born U.S. citizens. Furthermore, I’m Jewish, and anyone who knows their history realizes that whenever right-wing bigotry is on the ascendant, we’re always next in line. Are there really people out there naïve enough to believe MAGA’s claims to be against antisemitism, who can’t see the transparent cynicism and dishonesty? The fact is that the Trump administration already contains a number of figures with strong ties to antisemitic extremists. The Great Replacement Theory, which has de facto become part of MAGA’s ideology, doesn’t just say that there’s a conspiracy to replace whites with people of color; it says that it’s a Jewish conspiracy. So I’m definitely scared of what the many antisemites inside or with close ties to the Trump administration may eventually do. And no, I’m not frightened at all by the prospect that New York may soon have a somewhat leftist Muslim mayor. Anyway, my personal fears are beside the point. Everyone who cares about keeping America America needs to take a stand against the resurgence of bigotry. Because the truth is that we’re all rats now. MUSICAL CODA Discussion about this post Michael Roseman Jun 30 Edited For a while, American bigotry was ashamed of itself. Or pretended to be. Now it runs the government. Reply Share 106 replies Megan Rothery Jun 30 Edited Take a stand - Call. Write. Email. Protest. Unrelentingly. Use/share this spreadsheet as a resource to call/email/write members of Congress, the Cabinet and news organizations. Reach out to those in your own state, as well as those in others. Use your voice and make some “good trouble” ❤️‍🩹🤍💙 https://docs.google.com/spreadsheets/d/13lYafj0P-6owAJcH-5_xcpcRvMUZI7rkBPW-Ma9e7hw/edit?usp=drivesdk Reply Share 31 replies 852 more comments... No posts Ready for more? © 2025 Paul Krugman Privacy ∙ Terms ∙ Collection notice Start writing Get the app Substack is the home for great culture

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Fact Check: Autistic Non-Verbal Episodes in Marriage: Why Words Vanish Sometimes and What to Do About It Neurodiverse Couples Tuesday, august 12, 2025. Here’s the scene: You’re in the middle of a conversation with your spouse. Maybe the topic is small (“Did you pay the water bill?”) or monumental (“Are we happy?”). And then—without warning—your autistic partner’s voice disappears. No yelling, no slammed doors. Just… gone. You’re left holding the conversational steering wheel while they’ve quietly climbed into the trunk. If you’ve never lived with high-functioning autism, this can be tragically misconstrued as stonewalling or contempt. It isn’t. It’s just neurology pulling the emergency brake. Why This Happens: The Science Without the Lab Coat Smell For autistic adults, losing speech under stress is often a shutdown—a form of nervous system overload that knocks language production offline. Think of it like your phone freezing: all the apps are still there, but none of them open when you tap. Research calls this autistic burnout when it happens in a longer, chronic cycle—linked to masking (Hull et al., 2017; Raymaker et al., 2020). Masking is the art of “performing normal” so well that non-autistic people think you’re fine. The issue is that it eats through your energy reserves like a car idling in traffic with the A/C on full blast (Mantzalas et al., 2022). Eventually, one hard conversation can tip you from functional to frozen. And here’s where couples therapy meets neuroscience: physiological flooding—the body’s fight/flight/freeze switch—is a known relationship killer (Malik et al., 2019; Gottman Institute, 2024). In other words, for some autistic partners, flooding may tend to show up sooner, last longer, and is more likely to pull the plug on speech entirely. The Danger Loop in Marriage Autistic partner goes non-verbal — brain says “nope.” Non-autistic partner reads it as avoidance — brain says “attack.” Pressure increases — “Just say something.” Shutdown deepens — and now you’ve both lost. Do that a few hundred times and you’ll start conflating a physiological response into a moral failing. That’s the real marriage-killer. The Protocol: Three Phases, Zero Guesswork This is where we get practical. You can’t “love away” a temporary shutdown, but you can stop it from turning into World War III. Before: Build the Net Name the state. Agree on a phrase or signal ( I call this a couple code)—such as “words offline,” “shutdown,” a hand over the heart. The point is to make the invisible visible. The Shutdown Card. A literal card that says: I can’t speak right now. Please lower lights, reduce sound, give me X minutes. I promise I will circle back. The Pause Rule. Require a minimum of 20 minutes before resuming any tough talk. Autistic partner may need 90+. Agree ahead of time. Downgrade Kit. the usual gear; earplugs, soft light, weighted blanket, fidget, a quiet room. You know, human decency in object form. Reduce Daily Load. Avoid heavy talks right after work or big social events. Chronic overload makes a nervous shutdown more probable. During: Do Less, Better Autistic Partner: Give the signal. Exit stimulation. Switch channels if possible (text, notes app, yes/no cards). Send a short pre-written message: “Safe, can’t talk, back at 8:15.” Non-Autistic Partner: Acknowledge once—“Got it, I’m with you.” Hold the pause boundary. Lower stimuli. Go regulate your own nervous system—walk, journal, pet the dog. Don’t rehearse comebacks. Both: Avoid sarcasm, interrogation, ultimatums. Nothing lengthens a shutdown like moral outrage. After: Close the Loop Check in: “Are you ready to talk, or should we start in text?” Debrief: Identify triggers and what helped. Solve the actual problem. No conflict gets left to rot in the corner. Spot burnout early. If shutdowns start clustering, it’s time to reduce demands, not double them. How This Isn’t Stonewalling Stonewalling is a choice. Shutdown is a lockout. Stonewalling says, “I won’t talk to you.” Shutdown says, “I can’t talk to you yet, but I will.” The key difference? Repair intention. A shutdown protocol builds that right into the process. The Ten-Minute At-Home Drill Co-create your signal and card. Agree on a pause window. Pack the downgrade kit. Rehearse the exchange (“Got it, I’m with you.”). Check in weekly to tweak the system. Remember, you’re not aiming for zero shutdowns. You’re aiming for shorter, kinder, safer ones. Why This Works Because it matches lived autistic experience (Raymaker et al., 2020; Lewis et al., 2023). Because it honors nervous system limits instead of punishing them (Malik et al., 2019). Because it lets both partners keep their dignity and still solve the problem. In other words: you’re building a marriage that can survive the occasional moments when the words are gone for the time being. Be Well, Stay Kind, and Godspeed. REFERENCES: Hull, L., Mandy, W., Lai, M.-C., Baron-Cohen, S., Allison, C., Smith, P., & Petrides, K. V. (2017). “Putting on my best normal”: Social camouflaging in adults with autism spectrum conditions. Autism, 21(5), 611–622. https://doi.org/10.1177/1362361316671012 Raymaker, D. M., Teo, A. R., Steckler, N. A., Lentz, B., Scharer, M., Delos Santos, A., … & Nicolaidis, C. (2020). “Having all of your internal resources exhausted beyond measure and being left with no clean-up crew”: Defining autistic burnout. Autism in Adulthood, 2(2), 132–143. https://doi.org/10.1089/aut.2019.0079 Mantzalas, J., Richdale, A. L., Adikari, A., Lowe, J., & Dissanayake, C. (2022). What Is Autistic Burnout? A thematic analysis of posts on two online platforms. Autism in Adulthood, 4(1), 52–65. https://doi.org/10.1089/aut.2021.0079 Lewis, L. F., et al. (2023). The lived experience of meltdowns for autistic adults. Autism, 27(7), 1787–1799. https://doi.org/10.1177/13623613221145783 Malik, J., et al. (2019). Emotional flooding in response to negative affect in romantic relationships. Journal of Couple & Relationship Therapy, 18(4), 327–349. https://doi.org/10.1080/15332691.2019.1641188 Gottman Institute. (2024, March 4). Making sure emotional flooding doesn’t capsize your relationship. Retrieved from https://www.gottman.com/blog/making-sure-emotional-flooding-doesnt-capsize-your-relationship/

Detailed fact-check analysis of: Autistic Non-Verbal Episodes in Marriage: Why Words Vanish Sometimes and What to Do About It Neurodiverse Couples Tuesday, august 12, 2025. Here’s the scene: You’re in the middle of a conversation with your spouse. Maybe the topic is small (“Did you pay the water bill?”) or monumental (“Are we happy?”). And then—without warning—your autistic partner’s voice disappears. No yelling, no slammed doors. Just… gone. You’re left holding the conversational steering wheel while they’ve quietly climbed into the trunk. If you’ve never lived with high-functioning autism, this can be tragically misconstrued as stonewalling or contempt. It isn’t. It’s just neurology pulling the emergency brake. Why This Happens: The Science Without the Lab Coat Smell For autistic adults, losing speech under stress is often a shutdown—a form of nervous system overload that knocks language production offline. Think of it like your phone freezing: all the apps are still there, but none of them open when you tap. Research calls this autistic burnout when it happens in a longer, chronic cycle—linked to masking (Hull et al., 2017; Raymaker et al., 2020). Masking is the art of “performing normal” so well that non-autistic people think you’re fine. The issue is that it eats through your energy reserves like a car idling in traffic with the A/C on full blast (Mantzalas et al., 2022). Eventually, one hard conversation can tip you from functional to frozen. And here’s where couples therapy meets neuroscience: physiological flooding—the body’s fight/flight/freeze switch—is a known relationship killer (Malik et al., 2019; Gottman Institute, 2024). In other words, for some autistic partners, flooding may tend to show up sooner, last longer, and is more likely to pull the plug on speech entirely. The Danger Loop in Marriage Autistic partner goes non-verbal — brain says “nope.” Non-autistic partner reads it as avoidance — brain says “attack.” Pressure increases — “Just say something.” Shutdown deepens — and now you’ve both lost. Do that a few hundred times and you’ll start conflating a physiological response into a moral failing. That’s the real marriage-killer. The Protocol: Three Phases, Zero Guesswork This is where we get practical. You can’t “love away” a temporary shutdown, but you can stop it from turning into World War III. Before: Build the Net Name the state. Agree on a phrase or signal ( I call this a couple code)—such as “words offline,” “shutdown,” a hand over the heart. The point is to make the invisible visible. The Shutdown Card. A literal card that says: I can’t speak right now. Please lower lights, reduce sound, give me X minutes. I promise I will circle back. The Pause Rule. Require a minimum of 20 minutes before resuming any tough talk. Autistic partner may need 90+. Agree ahead of time. Downgrade Kit. the usual gear; earplugs, soft light, weighted blanket, fidget, a quiet room. You know, human decency in object form. Reduce Daily Load. Avoid heavy talks right after work or big social events. Chronic overload makes a nervous shutdown more probable. During: Do Less, Better Autistic Partner: Give the signal. Exit stimulation. Switch channels if possible (text, notes app, yes/no cards). Send a short pre-written message: “Safe, can’t talk, back at 8:15.” Non-Autistic Partner: Acknowledge once—“Got it, I’m with you.” Hold the pause boundary. Lower stimuli. Go regulate your own nervous system—walk, journal, pet the dog. Don’t rehearse comebacks. Both: Avoid sarcasm, interrogation, ultimatums. Nothing lengthens a shutdown like moral outrage. After: Close the Loop Check in: “Are you ready to talk, or should we start in text?” Debrief: Identify triggers and what helped. Solve the actual problem. No conflict gets left to rot in the corner. Spot burnout early. If shutdowns start clustering, it’s time to reduce demands, not double them. How This Isn’t Stonewalling Stonewalling is a choice. Shutdown is a lockout. Stonewalling says, “I won’t talk to you.” Shutdown says, “I can’t talk to you yet, but I will.” The key difference? Repair intention. A shutdown protocol builds that right into the process. The Ten-Minute At-Home Drill Co-create your signal and card. Agree on a pause window. Pack the downgrade kit. Rehearse the exchange (“Got it, I’m with you.”). Check in weekly to tweak the system. Remember, you’re not aiming for zero shutdowns. You’re aiming for shorter, kinder, safer ones. Why This Works Because it matches lived autistic experience (Raymaker et al., 2020; Lewis et al., 2023). Because it honors nervous system limits instead of punishing them (Malik et al., 2019). Because it lets both partners keep their dignity and still solve the problem. In other words: you’re building a marriage that can survive the occasional moments when the words are gone for the time being. Be Well, Stay Kind, and Godspeed. REFERENCES: Hull, L., Mandy, W., Lai, M.-C., Baron-Cohen, S., Allison, C., Smith, P., & Petrides, K. V. (2017). “Putting on my best normal”: Social camouflaging in adults with autism spectrum conditions. Autism, 21(5), 611–622. https://doi.org/10.1177/1362361316671012 Raymaker, D. M., Teo, A. R., Steckler, N. A., Lentz, B., Scharer, M., Delos Santos, A., … & Nicolaidis, C. (2020). “Having all of your internal resources exhausted beyond measure and being left with no clean-up crew”: Defining autistic burnout. Autism in Adulthood, 2(2), 132–143. https://doi.org/10.1089/aut.2019.0079 Mantzalas, J., Richdale, A. L., Adikari, A., Lowe, J., & Dissanayake, C. (2022). What Is Autistic Burnout? A thematic analysis of posts on two online platforms. Autism in Adulthood, 4(1), 52–65. https://doi.org/10.1089/aut.2021.0079 Lewis, L. F., et al. (2023). The lived experience of meltdowns for autistic adults. Autism, 27(7), 1787–1799. https://doi.org/10.1177/13623613221145783 Malik, J., et al. (2019). Emotional flooding in response to negative affect in romantic relationships. Journal of Couple & Relationship Therapy, 18(4), 327–349. https://doi.org/10.1080/15332691.2019.1641188 Gottman Institute. (2024, March 4). Making sure emotional flooding doesn’t capsize your relationship. Retrieved from https://www.gottman.com/blog/making-sure-emotional-flooding-doesnt-capsize-your-relationship/

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