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  1. Y Combinator1 min

    Gmail creator Paul Buchheit on the very first version of Google’s “Did you mean?” feature

    Paul Buchheit

    A former Google engineer designed the original "Did you mean" spell correction feature after analyzing query logs that revealed roughly one-third of searches contained errors. Although the initial implementation used a standard spell correction library, it frequently produced incorrect suggestions, such as recommending the fish "Turbot" for "TurboTax." These early accuracy failures highlighted the complexity of auto-correction and drove subsequent refinements to the system's reliability.

  2. Y Combinator1 min

    The artistry is actually in that interface between the human and the technology itself.

    The speaker argues that while artificial intelligence will significantly assist with backend development and API writing, it cannot fully automate the creative interface between humans and technology where true software artistry resides. By leveraging strongly typed systems and natural language to translate requirements into specifications, AI serves as a powerful tool that augments human productivity rather than replacing it. Ultimately, the event emphasizes that defining the fundamental scope of products remains a critical human responsibility that transcends mere code generation.

  3. Y Combinator1 min

    You should probably still learn how to code.

    A recent analysis of Large Language Models reveals that their logical development stems from processing code repositories like GitHub, providing empirical proof for the long-suspected link between programming and increased human intelligence. While the ultimate goal of computing is to eventually eliminate the need for manual coding, experts argue that learning to write code remains essential today because the cognitive challenge of programming itself enhances intellectual capacity. This emerging data transforms a historical practitioner belief into a validated conclusion, urging continued education in coding despite advancements in AI-generated software.

  4. Y Combinator1 min

    Better models, better startups.

    B2B companies are leveraging advanced AI models to achieve productivity scales where a single employee performs the equivalent work of ten, while simultaneously upselling premium features to drive year-over-year revenue growth. End-users focus on functional utility rather than model architecture, allowing vendors to incrementally charge for enhanced capabilities as technology improves. This strategy has proven highly effective, with a Y Combinator cohort demonstrating rapid expansion from $6 million to over $30 million in annual revenue within a single batch cycle.

  5. Y Combinator1 min

    It only really matters if you can find a handful of users that use your product habitually.

    Early-stage founders are advised to prioritize identifying users who habitually integrate their product into daily workflows over pursuing vanity metrics like total signups. Success is defined by the retention of a core user base that returns repeatedly, rendering other performance data insignificant without this foundational evidence of habitual usage. Consequently, high acquisition numbers remain secondary unless they demonstrate tangible integration into the users' regular routines.

  6. Y Combinator1 min

    To be able to create something different, you have to be somewhat contrarian.

    The event posits that the unlikable traits of founders, such as confrontational candor and an innate compulsion to fix broken systems, are essential contrarian mindsets required to disrupt the status quo. While this critical behavior often leads to conflict with authority and creates difficulties as an employee, it serves as a prerequisite for identifying operational failures and driving innovation. Ultimately, the presentation argues that the same dissatisfaction with inefficiency which marks a "shitty employee" is the defining characteristic of a successful founder.

  7. Y Combinator1 min

    Find the one narrow thing that you can do well, and carve out something that's great.

    The presentation outlines a strategy where founders dominate specific, narrow verticals to achieve organic revenue targets of $10 to $20 million before pursuing broader expansion. This approach prioritizes generating $100 million annually through cash flow over seeking immediate external capital, allowing founders to maintain significant equity ownership. By avoiding one-size-fits-all products and focusing on distinct sub-segments, companies secure a stable foundation that creates strategic options for future scaling.

  8. Y Combinator1 min

    We fund smart founders, irrespective of what they want to work on.

    Although a prevailing public perception suggests Y Combinator prioritizes AI startups through a dedicated investment thesis, YC partners clarify that selection criteria actually center on founder intelligence rather than specific subject matter. This reality explains why approximately 50% of the Summer 2023 batch focuses on large language models, a trend partners characterize as an emergent phenomenon driven by the interests of the most qualified applicants rather than institutional bias. Consequently, the high concentration of AI ventures reflects the specific capabilities and ambitions of the founders who applied, not a strategic shift in funding priorities.

  9. Y Combinator1 min

    RFS: Spatial Computing

    I'm convinced that spatial computing is the next platform. I spent the last decade working on it. I started a augmented reality SDK that was cross-platform for game developers. Then what is spatial computing? It's really a combination of augmented reality, virtual reality, and the ability to really understand the real world and render digital content. And now we're finally getting closer with the hardware, especially with the release of the Apple Vision Pro and the meta quest 3 founders can build interesting applications where content can fit in infinite screens in the real world or interact with 3d content or perhaps working immersively with others or any other applications that are beyond gaming that founders may come up if you're excited about the space and want to be at the frontier on it apply to yc to work on spatial computing

    Drawing on a decade of experience founding an AR SDK for game developers, the speaker defines spatial computing as the convergence of augmented and virtual reality systems capable of rendering digital content within the physical world. Citing the Apple Vision Pro and Meta Quest 3 as critical infrastructure catalysts, the presentation highlights how founders can now build applications with infinite virtual screens and immersive multi-user environments that extend far beyond gaming into yet-to-be-defined markets. The speaker explicitly invites interested developers to apply to Y Combinator to lead innovation in this emerging computing platform.

  10. Y Combinator1 min

    Founder burnout happens a lot. A good co-founder can help shoulder the load.

    Co-founder relationships inherently rely on offsetting transient low-energy periods through operational balance, yet the designation of burnout indicates a shift to persistent fatigue requiring targeted investigation. Because underlying causes for this condition are unique to specific individuals and ventures, generic mitigation strategies fail to resolve the issue without first identifying the precise root source. Successful recovery therefore demands a context-specific diagnosis and solution to the singular factors driving the sentiment rather than blanket advice.

  11. Y Combinator1 min

    Startups take on the personality of its founders, so work on getting yourself right.

    Founder therapy often requires years of intensive work, yet the case of the failed startup Posturus demonstrates that neglecting underlying psychological issues allows unexamined personal trauma to dictate organizational strategy. This alignment between leader and company created an inability to make critical decisions at scale, a flaw that proved impossible to correct after the business had already expanded. Consequently, the speaker urges entrepreneurs to invest in early therapeutic intervention, noting that founders frequently waste resources on external fixes while ignoring the core emotional voids that ultimately undermine their ventures.

  12. Y Combinator6 min

    AI Startup Founders Debate the Creation of Artificial General Intelligence

    Robert and a fellow speaker debated the definition and timeline of Artificial General Intelligence, with estimates ranging from four years to two decades while highlighting current models' limitations in reasoning and sentience. Skeptics argue that existing systems merely perform pattern matching rather than true cognition, prompting calls to redefine AGI milestones based on research breakthroughs rather than calendar dates. The discussion concluded by emphasizing the necessity of human-centered governance and ethical frameworks to manage the profound societal shifts expected as AI capabilities continue to evolve along a continuous spectrum.

  13. Y Combinator4 min

    50 Founders Share How They Got Their First Customers

    Founders validated their personal finance and ag-tech concepts through aggressive outbound strategies and viral inbound channels, generating nearly 1,000 waitlist sign-ups and converting early users into paying customers within days. By leveraging diverse acquisition tactics ranging from door-to-door pitches to Reddit launches, teams achieved significant metrics such as a 50-to-10,000 follower surge and immediate revenue from non-coded solutions. These early adopters now serve as the foundation for a demo day strategy, with founders actively pivoting job offers into sales opportunities and preparing targeted outreach to major industry executives.

  14. Y Combinator4 min

    60 Startup Founders Share How They Met Their Co-Founder

    Diverse founder pairs established their startups through a wide array of pre-existing connections, ranging from long-term personal bonds and professional histories at companies like Airbnb and Bolt to modern matchmaking platforms and chance encounters during the pandemic. These teams strategically aligned complementary technical and non-technical skill sets, often leveraging decades of friendship or shared professional passions in sectors like decarbonization to overcome the risks of leaving stable employment. The resulting ventures, which span from formalizing side projects to launching full-scale decarbonization initiatives, were ultimately driven by mutual trust and verified operational delivery tracks that facilitated critical decision-making moments.

  15. Y Combinator1 min

    Ignore the haters, and keep on building cool stuff.

    The speaker argues that successful ventures must solve customer problems in an "amazing way" rather than relying on superficial "thin wrapper" strategies or cargo cult behavior around existing infrastructure. While acknowledging that some projects begin as simple toys, the advice warns founders to ignore backlash from critics if their model is merely a trend-chasing wrapper, emphasizing that genuine innovation is the only viable path for growth. This perspective frames the current market climate as an opportunity for optimism and building cool products, provided they evolve beyond weekend-build claims to offer real value rather than serving as mere capital-raising vehicles.