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  1. Sequoia Capital40 min

    Context Engineering Our Way to Long-Horizon Agents: LangChain’s Harrison Chase

    Harrison Chase, Sonya Huang, Pat Grady

    The shift from scaffolding to agent harnesses has enabled long-horizon LLM agents to function by relying on context engineering and file system access rather than custom cognitive architectures. Current applications, including coding and incident response, operate under a "first draft paradigm" where AI generates outputs for human review rather than aiming for fully autonomous deployment. To address non-deterministic behavior, developers now utilize trace analysis, online testing, and recursive self-improvement loops that allow agents to refine their own instructions based on historical execution data.

  2. Sequoia Capital33 min

    HubSpot ft. Brian Halligan & Dharmesh Shah - How an underdog helped invent modern marketing

    Brian Halligan, Dharmesh Shah, Dannie Herzberg, Pat Grady, Rolf Goethe, Dani Hertzberg

    Co-founded by Brian Halligan and Dharmesh Shah in 2006, HubSpot defied investor pressure to target small and medium-sized businesses, a strategy that propelled revenue from $250,000 to $15.6 million by 2010. The company subsequently revolutionized its pricing model in 2011 to align costs with customer value, secured 100% revenue retention, and launched a freemium CRM in 2013 to directly challenge Salesforce's market dominance. By consistently prioritizing long-term ecosystem health over short-term metrics, HubSpot has established itself as the primary mid-market competitor to Salesforce while expanding its enterprise capabilities.