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  1. Jane Street1h 0m

    Arjun Guha: How Language Models Model Programming Languages & How Programmers Model Language Models

    Arjun Guha

    Arjun Guha presents a comprehensive analysis of large language models in programming, highlighting how traditional benchmarks are saturating while new methods like multi-PLE and language-agnostic transforms reveal significant performance gaps in low-resource languages such as OCaml. Through mechanistic interpretability techniques like activation steering, the talk demonstrates that internal model vectors can effectively correct type prediction errors and switch target languages without retraining, exposing shared representations across diverse syntaxes. These technical insights are contextualized by human studies showing that student success in prompting models hinges on providing specific semantic clues rather than syntactic fixes, while industry data reveals a surge in AI co-authorship alongside complex debates regarding actual productivity gains.

  2. a16z58 min

    “How We Can Eliminate Crime” | Ben Horowitz and Garrett Langley

    Ben Horowitz, Garrett Langley, Erik Torenberg

    Addressing the global staffing crisis driven by cultural backlash and lowered hiring standards, the discussion outlines a multi-pronged strategy combining debt-forgiveness recruitment, private-sector funding for AI-enabled surveillance, and targeted non-violent diversion programs. These initiatives, prominently tested in Las Vegas, have reportedly achieved over 90% murder clearance rates and a 75% reduction in officer-involved shootings by leveraging real-time data orchestration and community trust. The presentation concludes that prioritizing certain punishment and technological precision is essential to restore economic mobility and counter the rationalization of crime in communities where safety has eroded.

  3. Y Combinator12 min

    How Intelligent Is AI, Really?

    Diana Hu, Greg Kamradt, François Chollet

    The ARC Prize Foundation, guided by François Chollet's definition of intelligence as efficient novelty, is advancing its benchmark through the upcoming interactive Arc AGI v3, which removes all textual instructions to test agent generalization via video game-like environments. Major industry players including OpenAI, xAI, Google, and Anthropic have adopted the benchmark as a standard metric, though the Foundation explicitly warns that high scores alone do not constitute AGI and emphasizes efficiency in data and energy consumption over simple accuracy. The organization maintains a rigorous stance that true artificial general intelligence will only be declared when systems demonstrate human-level adaptability and efficiency, immediately analyzing any system achieving perfect benchmark scores for potential overfitting rather than accepting them as a final milestone.

  4. Sourcery with Molly O'Shea35 min

    Full Anduril R&D Tour: Matt Grimm, Co-Founder & COO

    Matt Grimm, Palmer Luckey, Brian Schimpf, Trae Stephens, Molly O'Shea

    Founded in 2017, Anduril has rapidly scaled to a global workforce of 7,000 employees operating across 35 offices to manufacture autonomous defense systems like the Ghost Shark submarine and Fury aerial vehicle. The company leverages an iterative R&D model and dedicated facilities in Rhode Island and Sydney to transition from rapid prototyping to mass production of AI-enabled battlefield ecosystems. Led by CEO Brian and co-founder Palmer Luckey, Anduril focuses on building a cohesive command network that integrates ground, air, and soldier-borne compute nodes to execute large-scale military contracts.

  5. Sourcery with Molly O'Shea32 min

    Anduril CEO Brian Schimpf on $1B+ Revenue & Still Doubling

    Brian Schimpf, Molly O'Shea

    Anduril, now a $30 billion company employing 7,000 people, is capitalizing on a shifting global security landscape by deploying its Lattice software platform to manufacture autonomous systems at commercial scales for land, air, and sea domains. Through a meritocratic culture that rejects legacy cost-plus contracting, leadership prioritizes fixed-price deals and localized supply chains to accelerate the delivery of affordable, high-volume technologies like the "Ghost Shark" drone in Australia. With US procurement spending lagging behind historic defense needs, the firm is positioning itself as a primary engine for the international transition toward rapid industrial production and software-driven warfare.

  6. Milken Institute6 min

    LeadersLink Kapila Viges

    Kapila Viges

    Kapila Vygis, CEO of the MPN Research Foundation, leveraged the LeadersLink program to secure mentorship and partnerships necessary for establishing a large-scale real-world evidence registry for myeloproliferative neoplasms. This initiative aims to collect electronic medical records to identify disease progression biomarkers and validate "progression-free survival" as a clinical trial endpoint for the 300,000 U.S. patients affected by these rare blood cancers. By adopting a phased roadmap developed with IQVIA and input from diverse stakeholders, the foundation is addressing data quality and cost sustainability to ultimately create curative-focused treatment strategies.

  7. Milken Institute6 min

    LeadersLink Eszter Hars

    Eszter Hars, Esther Harst

    Esther Harst, a molecular biologist and CEO of the Schwarzman-Diamond Syndrome Alliance, is deploying a patient-entered data platform to address the critical lack of "patient voice" insights in treating this rare genetic disorder that causes fatal leukemia in many patients. The initiative has secured IRB approval and is preparing to launch a pilot study to mobilize the community, facilitate clinical trial matchmaking, and catalyze global collaborations through an open architecture. Building on over 20 years of biotech experience, Harst aims to expand the program to the entire SDS community early next year after validating data utility and patient trust during the pilot phase.

  8. Sourcery with Molly O'Shea39 min

    Inside Anduril: Exclusive HQ Tour w/ Palmer Luckey, Brian Schimpf, Matt Grimm & Trae Stephens

    Palmer Luckey, Brian Schimpf, Matt Grimm, Trae Stephens, Molly O'Shea

    Anduril is rapidly scaling its autonomous defense capabilities through massive manufacturing expansions in Ohio and globally, driven by a strategic shift toward industrial speed and affordability over traditional technological edge. Key programs like the Fury autonomous fighter and Ghost Shark underwater vehicle demonstrate the company's ability to outpace legacy contractors such as Boeing and Lockheed Martin while addressing critical capability gaps for allies like Australia. By redefining the defense industry as a product-focused enterprise, the firm aims to transform the U.S. production base into a decisive wartime asset capable of mass-producing systems that integrate AI, optical camouflage, and distributed command structures.

  9. Milken Institute21 min

    Conversation with UAE's Minister of State for AI & Digital Economy | Middle East & Africa Summit

    Omar Sultan Al Olama, Dan Murphy

    The UAE leverages an eight-year strategy and over 500 billion dirhams in investment to rank as a global leader in AI talent retention and deployment, recently securing U.S. authorization to export advanced NVIDIA chips for its massive "Stargate" infrastructure project. This initiative aims to eventually build a 5-gigawatt facility capable of producing 60 trillion AI tokens annually, distinguishing the nation's long-term approach from short-term market hype while explicitly prioritizing ethical frameworks to mitigate job displacement through targeted reskilling and retirement programs.

  10. The Economist14 min

    Geothermal energy’s massive leap forward

    Vijay Vaitheeswaran, Alok Jha

    Driven by artificial intelligence data center demand and hydraulic fracturing innovations, next-generation Enhanced Geothermal Systems are overcoming historical geological constraints to provide 24/7 firm power. Leading this expansion is Vervo, a startup backed by Bill Gates and Google that recently secured California's largest commercial power purchase contract to generate hundreds of megawatts by 2026. While the U.S. Department of Energy forecasts production exceeding current nuclear output by 2050, realizing this potential requires resolving regulatory complexities regarding seismic supervision and market valuation.

  11. Sourcery with Molly O'Shea31 min

    Inside the Myths: Emil Michael on Palantir, SpaceX, Anduril & the Modern DoW

    Emil Michael, Molly O'Shea

    Under Secretary of War Michael, formerly of Uber, is leading a $1 trillion budget restructuring to establish five new defense technology companies and streamline the Department's focus into six critical areas: Applied AI, hypersonics, directed energy, contested logistics, information dominance, and biomanufacturing. This aggressive modernization strategy aims to close the capability gap with China by accelerating domestic supply chains, securing energy infrastructure, and fostering a competitive market that challenges established primes through rapid startup integration. By framing the current geopolitical climate as a "1938 moment," the Department prioritizes immediate deployment of drone arsenals and autonomous systems while leveraging political disruption under Secretary Pete Hegseth to eliminate bureaucratic inefficiencies.

  12. All-In Podcast1h 39m

    Tucker Carlson: Rise of Nick Fuentes, Paramount vs Netflix, Anti-AI Sentiment, Hottest Takes

    Tucker Carlson, Nick Fuentes, Charlie Kirk, Chamath, Jason, Friedberg

    Paramount's $108 billion hostile takeover bid for Warner Bros. Discovery, backed by the Ellison family's equity and Middle Eastern funds, currently holds a slight edge over Netflix's rejected $83 billion offer in betting markets, though the WBD board has already publicly accepted the lower streaming-focused proposal. Concurrently, the discussion expands to geopolitical strategies involving Nick Fuentes' rise as a shock jock fueled by bot networks, the economic risks and infrastructure needs of AI adoption, and Tucker Carlson's critiques of NATO and recent US foreign policy actions. Industry leaders debate whether antitrust regulators can effectively handle these massive consolidations while analyzing the societal implications of identity politics and the potential for government overreach in a rapidly digitizing world.

  13. The Economist10 min

    Is China the new superpower?

    Zanny Minton Beddoes, Edward Carr, Ant, David, Ed, Alice

    The analysis examines the People's Liberation Army's advanced regional military capabilities and manufacturing dominance while highlighting severe internal economic stagnation, including three years of deflation and rising youth unemployment. Although China lacks the global projection power of the United States, its strategic focus on national security and superior hypersonic technology positions it to dominate the Indo-Pacific region. Experts conclude that while Beijing will achieve significant geopolitical strength, its long-term stability faces challenges from domestic discontent and an overreliance on foreign markets that it cannot fully control.

  14. a16z1h 2m

    AI Eats the World: Benedict Evans on the Next Platform Shift

    Benedict Evans, Erik Torenberg

    The event analyzes the current generative AI landscape by highlighting a significant adoption gap where high user counts mask low daily utility and a lack of validated enterprise use cases. It examines the economic risks of a potential infrastructure bubble driven by hyperscaler over-investment and contrasts the platform shift against historical mobile and internet transitions. Finally, the discussion evaluates how major tech players like Google, Meta, and Microsoft are strategizing to defend their moats while product evolution moves beyond raw chatbots toward specialized, agentic workflows.

  15. Goldman Sachs8 min

    Are More Rate Cuts Coming?

    Josh Schiffrin, Chris Hussey

    The Federal Reserve executed a third consecutive 25 basis point rate cut, adopting a dovish stance that diverged from hawkish expectations while Chair Jerome Powell signaled a lower threshold for future adjustments due to labor market concerns. Analyst Josh Schifrin forecasts the federal funds rate will fall to 3% or lower by 2026, projecting a steepening yield curve and a weakening US dollar that should support cautiously bullish equity markets driven by economic acceleration rather than monetary constraints. While long-term rate increases are viewed as compatible with risk assets, Schifrin identifies artificial intelligence thematic concerns as a primary source of potential market volatility and noted a conditional willingness to trade for Giannis Antetokounmpo to secure an NBA championship for the Knicks.