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  1. Jane Street56 min

    How Jane Street Does Code Review

    Spiros

    Jane Street engineers utilize Iron, a custom Mercurial-based review platform, to enforce mechanical code reading and branch-level state management that eliminates redundant reviews during rebases and merges. The system integrates feedback directly into source code and centralizes safety policies to support nested branch workflows, treating entire branch sequences as atomic units rather than individual commits. By combining a specialized Emacs client with a persistent task dashboard, the tool facilitates collaborative editing, automated file ownership obligations, and the review of non-code assets like configuration files and trading limits.

  2. Y Combinator57 min

    Microbes, Robots, and Ambition - Robin Sloan on His Novel Sourdough

    Robin Sloan, Kat Manalac, Craig Cannon

    During a discussion on the intersection of artificial intelligence and literary craft, the author details the unprecedented creation of the *Sourdough* audiobook, which features machine-generated alien music synthesized from Croatian Klapa folk recordings. The conversation further examines the technical reality of the "Egg Problem" in robotics, the author's philosophy of viewing technological convergence as a cumulative "glorious crash" rather than an adversarial force, and the fragility of digital preservation in contrast to physical media. Looking toward the future, the author outlines plans to integrate text generation as a core stylistic tool in a new novel while reflecting on how current cultural narratives have shifted from Silicon Valley's early optimism to a more critical examination of power and labor.

  3. Goldman Sachs46 min

    Talks at GS – Ron Chernow: Lessons in Leadership – The Unlikely Rise of Ulysses S. Grant

    Ron Chernow, Ulysses S. Grant, Lloyd Blankfein

    Biographer Ron Chernow reconstructs Ulysses S. Grant's arc from a failed businessman and dismissed officer to a strategic genius who secured Union victory and championed Reconstruction through the Department of Justice. Chernow utilizes Grant's presidency to challenge the "Lost Cause" narrative, highlighting the passage of the 13th, 14th, and 15th Amendments and the unprecedented political representation of African Americans before the era's eventual collapse. While documenting Grant's tragic financial ruin and his unique psychological capacity for calm under fire, the work reframes the general as a modernizing leader whose legacy has surged from historical obscurity to the center of civil rights history.

  4. Jane Street1h 13m

    Nate Foster: Verifying Network Data Planes

    Nate Foster, Bill Hallahan, JK Lee, Cole Schlesinger, Steffen Smolks, Robert Soule, Han Wang, Ron

    Cornell Professor Nate Foster and Barefoot Networks have developed an automated verification tool for P4 programs running on programmable data planes to prevent catastrophic network failures caused by configuration errors. This system transforms P4 code into guarded commands to efficiently compute weakest preconditions using the Sacks and Flanagan algorithm, checking safety conditions against the Z3 SMT solver to generate counter-examples for invalid header accesses without requiring manual annotations. By modeling the separation between data and control planes through ghost state, the tool validates programs up to 20,000 lines of code in minutes, establishing a critical foundation for verifying complex software-defined network topologies.

  5. Milken Institute58 min

    Alternative Small Business Financing: Keeping California on Top and Sharing the Wealth

    Carolyn Karo, Autumn Burke, Manny Fernandez, Chris Hameetman, Victor Parker, Richard Swart

    California's 2016 dominance in U.S. alternative financing, capturing 41% of the market and 58% of funds, is driven by the state's tech wealth effect and university density, yet this success masks severe structural biases where 99% of capital flows to graduates of top universities and only 4% reaches female minority entrepreneurs. While Regulation Crowdfunding has helped California lead the nation with nearly $8 million in offerings, industry experts warn that high compliance costs and low funding caps currently disadvantage early-stage startups outside of software, prompting calls for legislative reforms that include interstate exemptions and tax incentives. To maintain competitiveness against other states and prevent capital flight to Initial Coin Offerings, panelists recommend leveraging data science for risk assessment, introducing revenue-share instruments, and expanding financial literacy education to underserved communities.

  6. Milken Institute1h 1m

    Tech or Bust: Maintaining California's Edge in the Workforce

    Patt Morrison, Marcie Jastrow, Shawn Layden, Tobias Sherman, Jay Tucker, Jeff Wong

    A panel discussion highlighted how California's dominance in video games and film is eroding due to global competitors offering superior financial incentives and the state's high cost of living driving talent away. Experts emphasized an urgent need to address critical infrastructure gaps and a finite labor shortage by expanding early education initiatives and diversifying recruitment beyond traditional tech hubs. Recommendations include establishing integrated academies to teach adaptable skills, fostering inclusive internships for underserved communities, and leveraging virtual reality to sustain future industry growth.

  7. Milken Institute1h 3m

    Big Cities, Big Data: How "Smart Cities" Improve Lives & Save Money

    Sean Arian, Lilian Coral, Stephen Engblom, Robert Garcia, Rohit Gupta, Steve Swartz

    Hosted by Sean Arian at the LA Chamber of Commerce, the "Big Cities, Big Data" panel featured long-term strategies from Los Angeles, Long Beach, and private sector leaders to transform municipal operations through data-driven equity and efficiency. Speakers detailed how officials like Mayor Robert Garcia and former Chief Data Officer Lillian Corral restructured procurement, launched real-time transparency tools, and utilized philanthropy to bridge digital divides while shifting from asset acquisition to service models. The discussion concluded with a consensus on the urgent need to integrate governance across silos, adopt user-centric design, and establish living labs to foster sustainable civic innovation.

  8. Milken Institute59 min

    California's Solutions to Health Care

    Anna Gorman, Kimberly Evon, Yiwen Li, Josh Ofman, Hugh Waters, Claudia Williams, Kim Avon

    A multi-stakeholder panel addressed California's $378 billion chronic disease burden and an impending home care workforce crisis by advocating for a transition from volume-based to value-based care models. Industry leaders and policymakers highlighted precision medicine, targeted genomic testing, and community health workers as critical strategies to reduce inefficiencies while opposing direct price controls that might stifle innovation. The consensus emphasized establishing a common data infrastructure and robust payment reforms to enable California to lead the nation in preventative care and universal access.

  9. Milken Institute48 min

    Immigration and the California Economy

    Andrea Bernstein, Gray Davis, Maria Elena Durazo, Iliana Perez, Perry Wong, Caroline Walker, Krishna Thangavelu

    Panelists including Perry Wong, Governor Gray Davis, and Maria Elena Durazo convened to address the economic instability caused by shifting U.S. trade policies under the Trump administration and the looming uncertainty surrounding DACA and immigration reform. The discussion highlighted California's heavy reliance on immigrant labor to fill critical roles in technology and healthcare while warning that the proposed sunset clauses in NAFTA and restrictive immigration enforcement strategies threaten billions in economic activity and workforce continuity. Participants emphasized the necessity of comprehensive legislative solutions to stabilize the labor market against a coming demographic shift as the Baby Boomer generation exits the workforce.

  10. Milken Institute1h 10m

    Investing in California's Future

    Michael Milken, Melanie Lundquist, Dominic Ng, Antonio Villaraigosa, Steve Westly

    A diverse panel of civic leaders, educators, and philanthropists including Mayor Antonio Villaraigosa and Steve Westly addressed California's paradox of high productivity paired with critical deficits in education, housing, and infrastructure. The group highlighted transformative outcomes from the Partnership for Los Angeles Schools, where graduation rates in partner institutions nearly doubled, while advocating for urgent public-private investments in early childhood education, green technology, and workforce-ready curricula. To sustain economic growth and address systemic inequality, the discussion concluded with recommendations to redefine infrastructure for the autonomous age, leverage California's demographic diversity for global trade, and implement housing cap-and-trade mechanisms to ensure equitable access.

  11. Milken Institute1h 14m

    Made in California: Presentations from California Grown Startups

    Dorothy Rothrock, Ian Coll McEachern, Gordon Fowler, Gabe Grifoni, Susie Harborth, Stella Kramer, Carmen Palafox, Dolly Singh, Ken Sunshine

    Leaders from Make in LA, The Glue Factory, and BioLabs San Diego convened to address critical workforce shortages in California's manufacturing and biotech sectors while analyzing the rise of hardware-enabled startups and fragmented funding landscapes. The session featured five case studies illustrating this shift, including Vector Space Systems' launch vehicle innovation, Sangenomics' personalized probiotic therapy, and Thesis Couture's engineering-driven footwear. Presenters highlighted a strategic pivot from traditional networking to resource access, emphasizing the need for specialized incubators to support solopreneurs and the convergence of software with IoT and frontier technologies.

  12. Milken Institute59 min

    Blockchain for Social Impact

    Matthew Spence, Brian Forde, Hugh Gordon, Robert Hertzberg, Lily Liu

    This panel explored blockchain technology as a distributed ledger enabling immutable public records, contrasting proof-of-work and proof-of-stake consensus models while highlighting applications in land titling, identity verification, and healthcare data sovereignty. Senator Robert Hertzberg announced upcoming California legislation to establish a regulatory framework, aiming to modernize government infrastructure and rebuild public trust alongside international initiatives in nations like Estonia and Georgia. Despite security vulnerabilities and market volatility, the discussion emphasized blockchain's potential to revolutionize micropayments, decentralized capital formation, and the global freelance economy through tokenization and reduced intermediaries.

  13. Milken Institute1h 2m

    Sustainable Solutions For a Green Future

    Tracy Gray, Tom McGrath, Nancy Pfund, Dakota Semler, Azita Yazdani, Richael Young

    Moderator Tracy Marder convened a panel featuring investment leaders Nancy Fund of DBL Partners and Tom McGrath of Vital Clean Tech Ventures to explore how impact capital drives innovation in sectors like transportation, energy storage, and agriculture. The discussion detailed specific breakthroughs from founders including Michelle of Mammoth Trading, Dakota Simler of Thor Trucks, and Azita Yazdani of Exergy Systems, who presented data-driven solutions for groundwater management, electric heavy-duty logistics, and decentralized water recovery. Ultimately, the session emphasized the necessity of long-term policy stability and equitable workforce development to scale these technologies toward the $1.3 trillion annual sustainable energy investment required by 2030.

  14. Y Combinator1h 0m

    Building Dota Bots That Beat Pros - OpenAI's Greg Brockman, Szymon Sidor, and Sam Altman

    Greg Brockman, Szymon Sidor, Sam Altman, Craig Cannon

    Future projections suggest that hardware scaling and brain-like specialized architectures will unlock qualitatively different model behaviors, while recent evidence indicates that optimizing basic algorithms and batch sizes offers more immediate impact than developing new model structures. Concurrently, the OpenAI Dota 2 project demonstrated that robust engineering infrastructure and reinforcement learning self-play enabled bots to master the game and defeat top professionals within weeks, revealing emergent tactics such as psychological baiting. These developments highlight a field where strong distributed systems engineering and bug-free code are becoming as critical as advanced theoretical knowledge, effectively bridging the gap between complex virtual simulations and real-world AI applications.

  15. Y Combinator1h 2m

    Casey Neistat and Matt Hackett on Live Video's Struggle for Interestingness

    Casey Neistat, Matt Hackett, Craig Cannon

    The organization pivoted from failed raw live-streaming concepts to "Panels," a constrained product designed to foster articulate debate on daily news while employing strict moderation to mitigate online toxicity. This evolution reflects a broader hybrid strategy that merges media content creation with engineering rigor, overcoming cultural friction between newsroom and tech teams to build a sustainable "media plus product" model. Supported by CNN's long-term capital, the founders have transitioned from a survival mindset to a decade-long vision, prioritizing team stability and deep content development over immediate viral metrics.