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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. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. 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.

  8. 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.

  9. 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.

  10. Milken Institute1h 2m

    LIVE 11/08: Tech or Bust: Maintaining California's Edge in the Workforce #CALeading

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

    Facing intense global competition from regions offering direct cash incentives, California's $300 billion entertainment and tech sector is grappling with a shrinking local labor pool and the urgent need to bridge the digital divide in low-income communities. Industry leaders are urging the state to adopt differential tax incentives and expand public-private educational partnerships to secure a diverse talent pipeline and counter the rise of emerging gaming hubs in cities like Austin and Toronto. Without these strategic shifts to support infrastructure, curriculum reform, and cultural integration, the region risks ceding its leadership in the converging fields of visual effects, virtual reality, and esports to international markets.

  11. Milken Institute1h 0m

    LIVE 11/08: Blockchain for Social Impact #CALeading

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

    Industry experts convened to define blockchain as a decentralized ledger capable of revolutionizing sectors ranging from healthcare and land titling to the advertising economy by enabling secure data ownership and near-zero transaction costs. The discussion highlighted a strategic shift from energy-intensive consensus models to Proof of Stake, while addressing critical regulatory challenges through proposed pilot programs in California and the need for inclusive recruitment practices. Ultimately, the panel characterized the technology as a foundational shift toward democratizing capital and restoring institutional trust, despite ongoing volatility and the necessity for adaptive legal frameworks.

  12. Milken Institute57 min

    Pt. 1 A Conversation with Steve Ballmer Pt. 2 California's Future Economy

    Steve Ballmer, Michael Milken, Kevin Klowden, Kevin Demoff, Charles Harrington, Paul Markovich, Betty Yee

    Former Microsoft CEO Steve Ballmer applies his "great ideas" and performance-driven leadership philosophy to his current ventures, including his 2014 acquisition of the NBA's Los Angeles Clippers and his nonpartisan USAFacts initiative. This event details Ballmer's strategic focus on winning championships, his "venture capital philanthropy" for early childhood education, and his data-driven approach to government accountability. The discussion culminates in a broader panel on California's economic future, where experts examine the threats of automation, healthcare inflation, and cybersecurity to sustainable workforce growth and public sector reform.

  13. Milken Institute1h 2m

    Women Leading a Wellness Revolution

    Joyce Chang, Nancy Brinker, Alexia Brue, Donna Karan, Melanie Whelan

    Moderated by Joyce Chang, a panel of industry leaders including SoulCycle CEO Melanie Whalen and Susan G. Komen founder Nancy Brinker explored how community building drives success across wellness, fashion, and healthcare sectors. The discussion highlighted specific organizational strategies such as SoulCycle's referral-based growth and Urban Zen's integrated care models, while identifying systemic barriers like transportation gaps and the need for user-owned health data. Ultimately, the group advocated for a future where wellness is accessible to all, emphasizing the role of conscious consumerism and educational integration in preventing chronic disease and fostering global connection.

  14. Milken Institute1h 0m

    Driving the Digital Health Revolution

    Indu Subaiya, Paul Chew, Karen DeSalvo, Esther Dyson, Cindy Elkins, Donald Jones, Don Jones

    The digital health sector is pivoting from episodic treatment to preventative "generating health" models, driven by a projected shortage of 40,000 primary care physicians by 2030 and the need to address social determinants that account for 80% of health outcomes. Companies like Omada Health and Way to Wellville are disrupting traditional fee-for-service structures by implementing value-based payment reforms that leverage behavioral design, remote coaching, and community-led interventions to achieve measurable clinical results. Despite significant funding and technological advancements in AI and connected devices, widespread adoption faces critical hurdles including regulatory lag, the digital divide, and the need for new data ownership frameworks to support equitable population health management.

  15. Milken Institute1h 0m

    Raising an Active Generation

    Sean Gregory, Mark Abbott, Eric Boerwinkle, Bruce Y. Lee, Kathleen Tullie

    Discussions highlight how a $15 billion youth sports industry and restrictive school policies have created significant health disparities and participation gaps for children in lower-income neighborhoods. To address these systemic barriers, stakeholders including the MLS, Reebok, and corporate partners are deploying grassroots solutions such as free mini-pitches, sampling-based training programs, and mobile donation initiatives to increase accessibility and physical literacy. These strategic shifts prioritize unstructured play, injury prevention, and inclusive recreational leagues to counteract burnout and ensure long-term retention across diverse communities.