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Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying math that powers modern machine learning to help everyone grasp this technology impacting our lives, even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…
Content provided by American Potential. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by American Potential or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
American Potential is a national award-winning podcast that shares how individuals are taking action in their communities to break barriers. While some of our guests may be public officials or influencers, many are ordinary Americans who decided, “enough is enough,” and are stepping up in a big way. We share policy solutions to the most important challenges our country faces and talk to people who are doing something about it. Our hope is that when you hear about other people’s stories of success – and struggle – you will realize that you are capable of doing extraordinary things within your own community and know that you are not alone. David From, a Regional Vice President at Americans for Prosperity, hosts the American Potential podcast. David brings a wealth of experience in grassroots advocacy and a deep commitment to advancing freedom and opportunity for all Americans. American Potential is a national award-winning podcast, having won the Gold Award at the 18th annual w3 Awards in the News and Politics Podcast category. The w3 Awards are judged by the Academy of Interactive & Visual Arts.
Content provided by American Potential. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by American Potential or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
American Potential is a national award-winning podcast that shares how individuals are taking action in their communities to break barriers. While some of our guests may be public officials or influencers, many are ordinary Americans who decided, “enough is enough,” and are stepping up in a big way. We share policy solutions to the most important challenges our country faces and talk to people who are doing something about it. Our hope is that when you hear about other people’s stories of success – and struggle – you will realize that you are capable of doing extraordinary things within your own community and know that you are not alone. David From, a Regional Vice President at Americans for Prosperity, hosts the American Potential podcast. David brings a wealth of experience in grassroots advocacy and a deep commitment to advancing freedom and opportunity for all Americans. American Potential is a national award-winning podcast, having won the Gold Award at the 18th annual w3 Awards in the News and Politics Podcast category. The w3 Awards are judged by the Academy of Interactive & Visual Arts.
The fight against government waste, fraud, and abuse just got a powerful new ally. In this episode of American Potential , host David From sits down with Congressman Tim Burchett to discuss the newly formed House Oversight Subcommittee on Government Efficiency—also known as the DOGE Subcommittee. This committee, chaired by Congresswoman Marjorie Taylor Greene, has been tasked with uncovering the worst cases of federal waste and holding bureaucrats accountable. Congressman Burchett shares his insights on the committee’s first hearing, the shocking revelations about government inefficiencies, and why many in Washington are afraid of what might be uncovered. He also explains how the subcommittee will work alongside the Department of Government Efficiency, led by Elon Musk, and why Congress must act fast before momentum is lost. From outrageous spending on unnecessary programs to taxpayer dollars funding wasteful projects overseas, this episode pulls back the curtain on where your hard-earned money is really going—and what can be done to stop it. #GovernmentWaste #Transparency #Accountability #Oversight #FiscalConservatism #AmericanPotential…
What happens when a government agency arbitrarily decides to hold millions of dollars’ worth of inventory hostage? In this episode of American Potential , host David From speaks with Oliver Dunford, senior attorney at the Pacific Legal Foundation, about the legal battle facing Jake’s Fireworks, a family-owned business caught in regulatory limbo. The Consumer Product Safety Commission is blocking Jake’s Fireworks from selling $2 million worth of inventory simply because their fireworks make a "bang" instead of a "pop." Despite taking the agency to court, the family has been left in legal limbo because the commission refuses to issue a final ruling—leaving them with no path to challenge the decision. Oliver Dunford explains how this case highlights a broader problem of government overreach, where unelected bureaucrats impose regulations without accountability. This episode dives into the dangers of the administrative state, the legal fight for due process, and what this means for businesses across America. Tune in to hear why this case matters beyond fireworks—and how the fight for economic freedom and due process is more important than ever.…
On this episode of American Potential, host David From welcomes Congressman Mike Bost, Chairman of the House Veterans Affairs Committee, to discuss his journey from serving in the U.S. Marine Corps to fighting for veterans in Congress. He shares why he enlisted, how his family’s deep military roots shaped his passion for service, and why the Veterans Access Act is urgently needed to fix the gaps left after the Mission Act. With bureaucratic overreach delaying essential care, Congressman Bost explains how his bill would ensure veterans get the quality health care they deserve—when and where they need it. From tackling mental health crises to holding government agencies accountable, this episode dives into the real challenges veterans face and the solutions needed to honor their service. 🎧 Listen now and learn how you can take action! Concerned Veterans for America has made it easy to support the Veterans Access Act—check the link in the description to send a message to your lawmakers.…
Government spending has spiraled out of control, but what if there were common-sense solutions to rein it in without harming essential programs? In this episode of American Potential , host David From sits down with Jeremiah Mosteller, Policy Director for Americans for Prosperity, to uncover shocking examples of federal waste and highlight real reforms that could save taxpayers billions. From studies on cocaine-addicted rats to misguided Medicaid policies that divert resources away from the most vulnerable, this conversation breaks down how Washington’s spending priorities have gone off track—and what Congress can do to fix it. With the launch of the Department of Government Efficiency and a goal to cut $2 trillion in wasteful spending, this discussion is more timely than ever. Tune in to hear why cutting government waste doesn’t mean cutting services—and how smart policy changes can protect both taxpayers and those who need help the most.…
The 119th Congress faces a pivotal moment in shaping America's technological future. With advancements in artificial intelligence (AI), cybersecurity threats on the rise, and digital trade playing a crucial role in the economy, lawmakers must decide whether to embrace policies that foster innovation or burden industries with heavy-handed regulations. In this episode of American Potential , host David From speaks with James Czerniawski, Senior Policy Analyst at Americans for Prosperity, about the critical tech policies Congress should prioritize. They discuss why a light-touch regulatory approach is essential for AI to reach its full potential, how digital privacy laws should be structured to prevent a patchwork of conflicting state regulations, and why cybersecurity must remain a top priority to safeguard national security. With China aggressively investing in AI and emerging markets rapidly evolving, America cannot afford to fall behind. This conversation highlights why unleashing innovation through free-market principles—not bureaucratic red tape—will keep the U.S. at the forefront of technological leadership. Will Congress rise to the challenge? Tune in to find out.…
When Hurricane Helene devastated Western North Carolina, it left homes destroyed, infrastructure in ruins, and many—especially homeless veterans—without shelter. But in the wake of destruction, heroes emerged. In this episode of American Potential , host David From speaks with Stacey Buckner, founder of Off Road Outreach, a nonprofit dedicated to serving homeless veterans. Stacey shares how her organization mobilized immediately after the hurricane, providing essential services like mobile showers, laundry, and emergency aid. She also discusses the ongoing need for support, the resilience of the community, and how individuals can step up to make a difference. Tune in to hear how Off Road Outreach is helping veterans rebuild their lives, and how you can join the mission to support those who’ve served our country.…
Coal has powered America for centuries, fueling industries, strengthening our economy, and ensuring our energy independence. Yet, it continues to be unfairly maligned by policymakers and activists who push unreliable energy alternatives. In this episode of American Potential , host David From sits down with Mitesh Thakkar, President of Core Natural Resources—the largest coal producer in the U.S.—to set the record straight. Mitesh breaks down the myths surrounding coal, from outdated misconceptions about pollution to the false promise that renewables alone can sustain America’s growing energy needs. He explains why coal remains an essential part of our infrastructure, supporting industries like steelmaking, cement production, and manufacturing—sectors that drive job creation and economic prosperity. With energy demand skyrocketing due to AI, data centers, electric vehicles, and industrial growth, the reckless shutdown of coal plants threatens our grid reliability, national security, and economic stability. Mitesh also exposes the hypocrisy of shutting down domestic coal production while exporting it abroad, where countries like China and India use it to fuel their own industrial booms. America is blessed with abundant natural resources, and we must harness them to ensure affordable, reliable, and secure energy for future generations. Tune in for a powerful conversation on why coal is not the past—it’s the future of American strength, independence, and prosperity. Subscribe now and join the fight for energy freedom!…
In this powerful episode of American Potential , host David From sits down with Rob Perez, co-owner of DV8 Kitchen in Lexington, Kentucky. More than just a restaurant, DV8 is a place where people recovering from addiction get a fresh start, proving that meaningful work can be a key to long-term recovery. Rob shares the deeply personal story behind the restaurant, from his own battle with addiction to his and his wife Diane’s journey to create a business that prioritizes second chances. By employing individuals in early recovery and providing them with structure, accountability, and support beyond the workplace, DV8 has become a model of hope and transformation. But their success didn’t come easily. Rob discusses the challenges of hiring people with past struggles, how they developed a system that ensures stability and success, and why many businesses shy away from second-chance employment. He also explains how their approach could be a solution to America’s workforce shortages and addiction crisis. From hiring strategies to life-changing success stories, this episode dives into the real impact of combining business with purpose. Rob also shares how DV8 is inspiring other businesses to embrace second-chance hiring and create opportunities that help people reclaim their lives. Don’t miss this inspiring conversation on redemption, dignity, and the power of work to change lives.…
In this kickoff episode of Big Ideas for Smaller Government, host David From welcomes Jeremiah Mosteller, Policy Director at Americans for Prosperity, to introduce the newly created Department of Government Efficiency (DOGE). Jeremiah breaks down how this initiative, led by Elon Musk and backed by the Trump administration, is set to tackle bureaucratic waste, eliminate harmful regulations, and make taxpayer dollars work smarter. He highlights the key priorities of DOGE, including regulatory reform, cost-saving measures, and reducing the administrative state’s overreach. From wasteful spending on empty government buildings to burdensome regulations that stifle small businesses, this episode explores how DOGE aims to streamline federal operations and restore accountability in Washington. Tune in to learn how these reforms could impact the future of government efficiency and economic freedom.…
In this episode of American Potential , host David From sits down with Congresswoman Harriet Hageman, Wyoming's at-large representative and chair of the new Article One Task Force, to discuss her mission to rein in the administrative state and defend constitutional freedoms. Rep. Hageman shares her experiences as a trial attorney fighting federal overreach, including cases that highlight the unchecked power of unelected bureaucrats. She discusses the significant implications of the Loper Bright Supreme Court decision and the urgent need for Congress to reclaim its legislative authority. Learn how the Article One Task Force aims to limit regulatory overreach and strengthen the role of elected representatives in shaping clear and accountable laws. The conversation also explores her proposed First Amendment Accountability Act, which would hold government officials personally responsible for violating Americans' constitutional rights. Rep. Hageman emphasizes the critical importance of ensuring that government agencies remain transparent, fair, and accountable to the people. Tune in to hear how Rep. Hageman is leading the charge to right-size government, protect individual freedoms, and ensure that the principles of the Constitution remain at the heart of American governance. Visit American Potential for more inspiring stories of Americans fighting for freedom and opportunity.…
In this episode of American Potential , host David From welcomes Lynnee Fife, Executive Director of the Children's Entrepreneur Market, to discuss how this groundbreaking initiative is transforming kids into confident entrepreneurs. Lynnee shares the story behind the Children's Entrepreneur Market, part of the Libertas Network, and how it provides children with hands-on experiences in running their own businesses. From selling lemonade to creating innovative products, these young entrepreneurs learn invaluable skills such as problem-solving, time management, and financial literacy—all while having fun and making money. Hear inspiring stories of kids breaking out of their shells, overcoming challenges, and discovering the joys of entrepreneurship. Lynnee also highlights the program’s rapid growth, now in 48 cities across 28 states, and its impact on communities nationwide. Tune in to learn how the Children's Entrepreneur Market is nurturing creativity, resilience, and independence in the next generation. Visit Children's Entrepreneur Market to see how you can get involved.…
In this episode of American Potential , new host David From sits down with Toby Rice, CEO of EQT Corporation, the largest producer of natural gas in the United States. Together, they discuss the pivotal role of natural gas in America's energy independence, the lessons learned from Europe's energy crisis, and the need to prioritize infrastructure development to meet rising energy demands. Learn how the shale revolution transformed the U.S. into a global energy powerhouse, producing over 30 million barrels of energy per day. Rice shares insights on combating myths about fossil fuels, the environmental benefits of natural gas, and the critical need to build pipelines and storage facilities to ensure affordable and reliable energy for Americans. As AI technology drives an unprecedented surge in energy demand, the conversation explores how American energy policy must evolve under the Trump administration to unleash the full potential of U.S. natural gas, strengthen global energy security, and address future challenges. Visit AmericanPotential.com for more stories about how Americans are expanding freedom and opportunity in their communities.…
As tax cuts from the Tax Cuts and Jobs Act (TCJA) face expiration, Americans for Prosperity (AFP) is launching the "Protect Prosperity" campaign to ensure economic freedom for all Americans. In this episode, new host David From speaks with Ken Strang, Managing Director for AFP, about the critical importance of extending these tax reforms. Learn how the TCJA impacted small businesses, created jobs, and saved American families up to $1,500 annually. Hear inspiring stories of entrepreneurs who thrived thanks to these policies and discover how AFP’s grassroots efforts, from door-knocking to innovative local events, are mobilizing citizens to fight for economic opportunity. This episode also highlights the consequences of Bidenomics, rising costs, and the urgent need for pro-growth tax reform to help families and businesses rebuild their American Dream. Whether you’re a concerned taxpayer or small business owner, find out how you can get involved and make your voice heard. Visit ProtectProsperity.com to join the fight for a brighter economic future.…
What do a dirt bike, a taillight, and the Supreme Court have in common? In this fascinating episode of American Potential , Jeff Crank and new host David From delve into the groundbreaking case United States vs. Pheasant —a seemingly small dispute over a $100 fine that could reshape the boundaries of government power. Joined by Casey Maddox, Vice President for Legal Strategies, they explore the constitutional principles at stake, including the non-delegation doctrine, and how this case challenges the unchecked power of federal agencies like the Bureau of Land Management. They also discuss the broader implications of other pivotal cases, such as Loper Bright , and the Supreme Court's role in right-sizing government to align with the founders’ vision. Hear how ordinary citizens like Mr. Pheasant are making extraordinary contributions to defending liberty and holding government accountable. This episode is a must-listen for anyone who values freedom, opportunity, and the principles of constitutional government.…
In this episode of American Potential, host Jeff Crank talks with Wisconsin State Senator Chris Kapenga about the successful fight to stop the Right of First Refusal (ROFR) bill in Wisconsin. This legislation, backed by utility companies, would have eliminated competitive bidding for major infrastructure projects, driving up utility costs for consumers and businesses. Senator Kapenga shares how grassroots efforts, common sense, and coalition building—including support from organizations like Americans for Prosperity—helped block this bill. He explains the dangers of monopolistic practices in utilities, the importance of competition in lowering costs, and the broader impact on Wisconsin's economy. Drawing on his background as a business owner, he illustrates why competition is vital for taxpayers and small businesses alike. Tune in to hear a compelling story of leadership and perseverance that underscores how fighting for the "small things" in government can prevent significant economic harm. This episode highlights how states can push back against policies that harm taxpayers and businesses while promoting freedom and opportunity.…
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