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  1. Sequoia Capital54 min

    Rich Sutton and Khurram Javed: Why AI Models Stop Learning, and How to Start It Again

    Rich Sutton, Khurram Javed, Sonya Huang, Alfred Lin

    Rich Sutton and Oak Lab advocate for "continual learning" as the essential default for true intelligence, critiquing current Large Language Models for freezing weights and relying on finite human-curated data rather than adapting through real-world experience. To overcome the barrier of catastrophic forgetting, the lab proposes a 12-step research agenda utilizing individual step-size optimization and meta-learning to enable neural networks to continuously update their internal world models. This approach aims to create energy-efficient, self-maintaining agents capable of forming general abstractions across diverse domains, moving the field beyond static training paradigms toward systems that evolve alongside their environments.

  2. Sequoia Capital55 min

    Inside Zipline's Autonomous System: 140M Miles, Zero Incidents

    Keller Rinaudo Cliffton, Eric Watson, Alfred Lin, Pat Grady

    Since its 2016 launch in Rwanda, Zipline has evolved from a struggling medical logistics provider into a global autonomous infrastructure operator serving 5,000 hospitals across eight countries. The company now achieves a safety record of zero incidents over 140 million commercial miles while leveraging a vertical integration strategy to reduce delivery costs below those of human-driven vehicles. This operational success recently facilitated a $550 million partnership with the US State Department aimed at deploying similar life-saving services under a new commercial diplomacy framework.

  3. Sequoia Capital28 min

    OpenAI's Greg Brockman: Why Human Attention Is the New Bottleneck

    Greg Brockman, Alfred Lin

    OpenAI executives estimate they are 80% toward achieving AGI, a milestone driven by aggressive compute acquisition strategies and architectural innovations that currently enable AI to autonomously engineer software kernels. The organization is pivoting toward an enterprise and consumer model where a single AGI entity handles complex goals, urging startups to leverage agentic coding tools for massive productivity gains while navigating a landscape where human attention has become the primary bottleneck. This shift is underpinned by anticipated scientific breakthroughs in physics and biology, alongside internal reforms designed to manage the risks of autonomous agents within a future where humans oversee teams of AI rather than writing code manually.

  4. Sequoia Capital41 min

    Physics Gets a Vote: Nominal Cofounders on Hardware Development in an AI World

    Cameron McCord, Jason Hoch, Bryce Strauss, Alfred Lin, Sonya Huang

    Nominal is positioning itself as a central platform for hardware engineering data, addressing industry-wide fragmentation by enabling defense primes and defense-focused startups to version control validation logic and integrate real-world sensor telemetry. The company leverages a "wedge" strategy focused on testing to deploy AI-driven verification agents and natural language analysis tools, thereby compressing development timelines in response to a sector-wide re-industrialization trend. By collaborating with DARPA on the CIPHER project, Nominal is establishing a "system of record" that creates a closed-loop environment where physical AI agents optimize test vectors, aiming to evolve hardware companies into "Physical AI" entities with superior design flexibility.

  5. Sequoia Capital1h 2m

    Training General Robots for Any Task: Physical Intelligence’s Karol Hausman and Tobi Springenberg

    Karol Hausman, Tobi Springenberg, Alfred Lin, Sonya Huang

    Physical Intelligence is deploying Pi-Star 0.6, a general-purpose robotic foundation model that achieves end-to-end task execution through RL from real-world experience. Founders Carol and Toby highlight this system's 2x throughput increase in tasks like coffee preparation and laundry folding, enabled by a "bootstrap" data strategy that prioritizes diverse human corrections over simulation. While zero-shot generalization allows operation in unseen environments, the company targets initial commercial releases in controlled settings before addressing safety challenges associated with full household integration.

  6. Sequoia Capital17 min

    Reinventing Delivery with Instant Drone Transport ft Zipline's Keller Cliffton -

    Keller Cliffton, Roelof Botha, Keenan Wyrobek, Ryan Oxenhorn, Maggie Jim, Alfred Lin

    Zipline CEO Keller Clifton transformed his company from a failed consumer robotics venture into the world's largest autonomous logistics network by pivoting to medical supply delivery in Rwanda, where a partnership with the government addressed critical health crises caused by poor infrastructure. After securing NASA collaboration and achieving a historic U.S. regulatory milestone for nationwide Beyond Visual Line of Sight flights, the organization scaled to serve over 5,000 facilities globally while introducing a novel string-based urban delivery system. This evolution, driven by the founders' persistence through early investor skepticism and technical failures, established a resilient infrastructure that now connects remote hospitals and urban centers alike.

  7. Sequoia Capital52 min

    Building the Sales ‘System of Action’ with AI ft Clay’s Kareem Amin

    Clay, Kareem Amin, Alfred Lin

    Founded in 2017 by physicist Karim Amin, Clay has grown into an AI-native growth platform for go-to-market teams, currently serving over 4,500 customers with an estimated annual recurring revenue exceeding $20 million. The company differentiates itself by acting as a "system of action" that blends human creativity with automation to craft personalized outreach, enabling clients like Anthropic and Verkata to significantly boost data coverage and engagement rates. Supported by a "chill high achiever" culture and a network of specialized agencies, Clay is expanding its capabilities to unify sales, marketing, and customer success while pioneering recursive AI applications for long-term market disruption.

  8. Sequoia Capital53 min

    DoorDash ft. Tony Xu – The “Wrong” Moves That Built a Giant

    Tony Xu, Roelof Botha, Keith Yandell, Miki Kuusi, Alfred Lin, Rolof Guedan

    Founded in 2013 by Tony Xu and three Stanford classmates, DoorDash disrupted the food delivery industry by targeting suburban markets with a merchant-first strategy before navigating severe capital shortages that nearly caused the company to collapse. Facing a critical 2018 cash crisis, the leadership accepted simultaneous term sheets from SoftBank and Sequoia Capital to secure a $535 million war chest, a move that enabled rapid expansion and allowed the firm to surpass competitors like Grubhub and Uber Eats by 2019. The company subsequently leveraged its operational efficiency and underdog mentality to pivot from a single restaurant category to a global logistics platform, a trajectory solidified by its pandemic-era support of merchants and the 2022 acquisition of Finland's Volt.

  9. Sequoia Capital43 min

    How Reddit Became "The Front Page of the Internet" ft. Founder Steve Huffman

    Steve Huffman, Roelof Botha, Alexis Ohanian, Chris Slowe, Jen Wong, Alfred Lin, Rolof Huerta

    Following a rejected startup pitch and a failed sale to Condé Nast, co-founders Steve Huffman and Alexis Ohanian established Reddit as a user-driven social platform that survived early financial instability through the successful launch of the Reddit Gold subscription model. After a 2015 community blackout forced leadership changes, returning CEO Huffman implemented formal content policies and pivoted the business strategy toward sustainable advertising, which increased annual revenue from $15 million to $804 million by 2023. This strategic reinvention enabled Reddit to correct its user metrics, secure a successful IPO in March 2024, and transition into a self-sustaining global entity balancing community autonomy with corporate safety mandates.

  10. Sequoia Capital39 min

    Nvidia ft. Jensen Huang - An overnight success story 30 years in the making

    Jensen Huang, Mark Stevens, Andrew Ng, Rolof Bozan, Chris Malachowski, Alfred Lin

    Founded in 1993 by Jensen Huang and colleagues as a bet on the zero-value 3D graphics market, Nvidia survived a near-bankruptcy crisis in 1995 by abandoning a lucrative Sega contract to pursue the industry-standard inverse texture mapping architecture. This strategic pivot, combined with a disciplined "first-shot" engineering methodology that delivered the successful RIVA 128 chip, allowed the company to introduce the first programmable GPU and later dominate the emerging artificial intelligence sector through its CUDA software ecosystem. Today, Nvidia's trajectory follows "Huang's Law," leveraging its hardware and software infrastructure to drive a compounding exponential future across AI, digital twins, and scientific simulation.

  11. Sequoia Capital39 min

    Airbnb ft Brian Chesky - Battling a Copycat Clone and Rebuilding User Trust to Revolutionize Travel

    Brian Chesky, Ellie Mertz, Alfred Lin, Rolof Puerta

    Founded in 2008 by Brian Chesky, Joe Gebbia, and Nathan Blecharczyk, Airbnb overcame early skepticism and a 2011 "ransack gate" crisis by establishing a robust trust infrastructure and a $50,000 damage guarantee. The company successfully defeated clone competitor Wimdu in a global expansion war while pivoting its business model to survive the 2020 pandemic, ultimately executing a high-valuation IPO in December 2020. Under Chesky's leadership, Airbnb transformed from a pre-revenue startup into a cash-flow positive unicorn by prioritizing community resilience and cultural connection over short-term liability avoidance.