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  1. Y Combinator1h 0m

    Max Junestrand: You Need The Willingness To Learn Faster Than Anyone Else

    Max Junestrand, Gustav Omstrammer

    Legora has scaled from three Swedish engineers to over 750 employees, generating $100 million in annual recurring revenue while deploying an agentic AI operating system that now serves three percent of the world's lawyers. Following a strategic pivot after a $35 million funding round revealed revenue lagged behind interest costs, the company shifted focus from growth velocity to product-market fit by freezing sales and transitioning to proactive, autonomous agents. Founded by Max, August, and Sigge, the firm differentiates itself through a high-intensity culture designed to overcome Scandinavian humility, recently securing talent at a 23-year-old salesperson who generated over $10 million without prior industry experience.

  2. Milken Institute51 min

    Venezuela Forward: Institutions, Trust, and the Path to Prosperity | Global Conference 2026

    Fareed Zakaria, Iván Duque Márquez, Gabriel Gilinski, Andrés Moreno

    Former Colombian President Iván Duque and investor Gabriel Puig outlined a U.S.-led, three-stage roadmap for Venezuela that prioritizes the removal of Nicolás Maduro and International Criminal Court prosecutions before any economic transition. The discussion emphasized that while Venezuela possesses significant oil and agricultural potential, restoring investor confidence and retaining diaspora talent requires a constitutional overhaul, strict rule of law, and a definitive election timeline to prevent the current regime from entrenching itself. Panelists warned that without bipartisan U.S. enforcement of these structural reforms, the nation risks a prolonged authoritarian economic model that could stall democratic progress despite high production capabilities.

  3. Milken Institute1h 1m

    Digital Disconnect: Navigating Modern Relationships in a Hyperconnected World | Global Conference

    Giselle Fernandez, Laura Berman, Michael Dimock, Matthew Hussey, Spencer Rascoff

    Match Group CEO Spencer Raskoff and experts Dr. Laura Berman and Matthew Hussey address the paradox of a record-breaking loneliness epidemic among hyper-connected adults under 30, attributing the crisis to choice exhaustion, dopamine-driven Skinner box mechanisms, and a generational gap in social skills. In response, the company shifted its Key Performance Indicator from revenue to "Sparks" and invested $60 million in a user-giveback budget alongside $125 million in safety initiatives to prioritize genuine connections over engagement metrics. Strategic innovations such as Hinge's conversation caps, Tinder's "Double Date" feature, and the upcoming AI-driven "Sync" service aim to combat superficial "spray and pray" behaviors while fostering authentic, in-person relationships.

  4. Milken Institute57 min

    Scaling the Global Music Economy | Global Conference 2026

    Shirley Halperin, Aaron Bay-Schuck, Wyclef Jean, Michelle Jubelirer, Harvey Mason Jr.

    Warner Records and industry leaders analyze a shifting music landscape defined by data-driven yet instinct-based artist signings, where long-term development prioritizes sustainable growth over viral trends amidst a saturated digital environment. Executives navigate the integration of AI for efficiency while advocating for ethical guardrails and artist agency, all as the global market expands beyond language barriers to embrace non-English genres and unprecedented streaming volumes. Despite record-breaking revenues, the sector confronts critical structural failures including unsustainable per-stream economics, a mental health crisis, and a lack of diverse leadership, necessitating collective action to modernize legacy systems and equitable profit structures.

  5. Y Combinator53 min

    Going In Deep On Data | YC Paper Club

    Francois Chaubard, Vincent Sunn Chen, Volo Kuleshov, Shayne Longpre

    Industry experts from Snorkel, Inception Labs, and MIT articulate a paradigm shift where data has evolved from a passive resource into a $100 billion sector requiring complex product craftsmanship and continuous expert supervision. Presentations detailed breakthroughs such as Snorkel's Senior SWE-bench with validation agents, Inception's Mercury 2 diffusion model achieving 1,000+ tokens per second, and novel cross-lingual scaling laws that optimize low-resource language performance. These developments collectively redefine the production frontier by demonstrating that architectural advances alone are insufficient without scalable data programming and domain-specific synthetic environments to resolve real-world distribution gaps.

  6. Y Combinator40 min

    Michael Kratsios: Inside the White House's AI Strategy

    Michael Kratsios, Luther Lowe

    White House OSTP Director Michael Kratos advocates for an AI strategy that prioritizes open-weight models and rejects rigid regulatory thresholds, emphasizing a unified national standard to prevent incumbents from stifling startups. Through the report *A New Golden Age for Science*, the administration proposes shifting federal research funding toward private sector leadership while accelerating scientific breakthroughs via autonomous cloud labs and rapid-grant mechanisms. This approach complements President Trump's executive order on quantum computing and a broader "born free" philosophy that aims to remove barriers for digital technologies while carefully managing specific physical risks.

  7. Bank of America22 min

    Global Rates & FX Views: August summer guide

    Mark Cabana, Katie Craig, Adarsh Sinha

    Bank of America Global Research forecasts a pause in U.S. Federal Reserve rate hikes through September and likely December due to soft macro data and historical electoral precedents, prompting the firm to close specific yield curve trades. Simultaneously, the strategy anticipates Japanese rate increases by mid-2026 to normalize the yen against the dollar while maintaining a hold on Canadian rates despite recent labor strength. Forward-looking analysis highlights upcoming catalysts including the Jackson Hole symposium and the Xi-Trump summit, which will be critical for determining whether markets shift toward a short-dollar view or maintain current neutral positioning.

  8. Y Combinator52 min

    Susan Kare: How I Designed the Original Apple Mac Icons

    Susan Kare

    Iconographer Susan Kerr recounts her pivotal role in shaping early Macintosh interfaces, from designing the "Chicago" font to creating iconic symbols like the "Happy Mac" boot screen under strict pixel constraints. Drawing on her experiences at Apple, Microsoft, and Facebook, she advocates for minimalist design principles that prioritize meaningful metaphors over product-specific imagery to ensure universality and longevity. Her career highlights how simple, salient details and strict limitations can foster creativity, ultimately defining the visual language of modern computing interfaces.

  9. Milken Institute50 min

    Aligning Investment and Opportunity in Health | Global Conference 2026

    Caitlin MacLean, Peter Kolchinsky, Pablo Legorreta, Philip Ross, Amy Schulman

    Capital Markets and M&A activity have accelerated since 2025, driven by $140 billion in public company acquisitions and a rebound in fundraising averages to $400 million, while large pharmaceutical firms divest non-core assets to pursue $70 billion in new acquisitions needed for growth. U.S. reimbursement dynamics, heavily influenced by the Inflation Reduction Act, are forcing a strategic pivot away from small molecules toward antibodies and orphan drugs, with billing volume signals now driving insurer coverage decisions. Meanwhile, global competition intensifies as U.S. firms increasingly license Chinese innovations and conduct early-stage trials abroad to leverage speed, even as artificial intelligence transitions from discovery hype to operational cost reduction in clinical recruitment and regulatory processes.

  10. a16z55 min

    Travis Kalanick on Building Atoms After Uber

    Travis Kalanick, Ben Horowitz, Erik Torenberg

    Travis Kalanick has launched Atoms, a unified industrial entity dedicated to automating food, mining, and transport sectors through a proprietary "Industrial AI" platform that integrates robotics with software. The company operates as a single organization with independent business units led by former Uber executives, aiming to deliver meals at under $6 while boosting mining efficiency by 20% annually. With a strategic focus on high-scale hardware and a culture driven by meritocratic confrontation, Atoms recently secured its largest funding check from Ben Horowitz to challenge industry leaders like Elon Musk in the race for physical automation.

  11. Sequoia Capital22 min

    Continual Learning: How AI Agents Get Better With Every Use | Arjun Karanam, Trajectory

    Arjun Karanam, Ronak, Gabe, Harrison, Nico, Harvey

    Trajectory, co-founded by Arjun and Ronak, addresses the lack of accumulated experience in AI by building a platform that enables models to continuously learn from the 100 trillion daily tokens generated by real-world agent interactions. The company utilizes a dual-learning architecture combining differential privacy with reinforcement learning on user-corrected traces, allowing organizations to transition from static models to systems that compound capability through automated post-training and flexible harness optimization. By abstracting complex training parameters into a 15-minute workflow, Trajectory empowers enterprises to retain ownership of their specialized models while refining agent performance directly against production traffic.

  12. Sequoia Capital24 min

    When to Build Your Own Agent Harness | Harrison Chase, LangChain

    Harrison Chase

    The framework defines autonomous agents as systems built from three owned components: the model, context, and a prioritized harness that orchestrates data flow through an iterative LLM loop. Organizations can customize this harness via middleware for domain-specific optimizations or maintain off-the-shelf versions for in-distribution tasks, ensuring compatibility through dynamic model profiles. Continuous improvement is driven by a flywheel where trace data from evaluations using the Harbor benchmark feeds into an automated engine that identifies failures and suggests prompt, code, or context fixes.

  13. a16z51 min

    Garry Tan: New Rules for Founders

    Garry Tan, Anish Acharya

    The speaker analyzes a trajectory from early career missteps in the mobile era to a new paradigm where AI agents enable single founders to scale companies to $15 million ARR with teams of just two or three humans. By replacing mid-level management with programmable agents and codified processes, the event outlines a shift toward organizational designs that bypass human cognitive limits and traditional bureaucratic bottlenecks. Finally, the presentation connects these technological shifts to civic engagement, arguing that localized community action and the adoption of "AI-native" workflows are essential for rebuilding institutional trust and achieving scalable growth.

  14. Y Combinator58 min

    Chelsea Finn: This is the State of the Art in Robotics

    Chelsea Finn

    Physical Intelligence has advanced its PI-07 foundation model to achieve general-purpose physical AI capable of zero-shot generalization across diverse appliances and robots without task-specific retraining. By integrating multi-timescale memory and optimized reinforcement learning strategies, the organization significantly improves task throughput and reliability for complex manipulation scenarios like kitchen workflows. Currently deployed by YC-backed companies for real-world applications, these models represent a shift toward "out-of-the-box" generalist agents that can operate autonomously in unstructured environments.

  15. Sequoia Capital26 min

    RL Environments Explained: How AI Agents Learn Real-World Work | Brendan Foody, Mercor

    Brendan Foody, Ali, Nikhil

    Mercore has expanded its revenue run rate to $2 billion by transitioning the AI data market from basic crowdsourcing to high-skilled "agentic data" services that enable frontier labs to build complex reinforcement learning environments. The company leverages expert networks of lawyers, engineers, and doctors to create realistic simulated worlds with precise human-verified rubrics, demonstrating a fivefold increase in model performance on specific legal tasks during recent training. As the primary data vendor for major application layer companies, Mercore addresses the industry's need for ultra-long horizon tasks and social dynamics evaluations that synthetic models cannot yet self-generate.