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  1. Y Combinator2h 8m

    Startup Investor School Day 1 Live Stream

    Jeff, Sam Altman, Carolyn Levy, Kirstie

    Y Combinator hosted a four-day course for accredited and non-accredited investors, featuring Sam Altman's analysis of the power law and founder evaluation alongside Carolyn Levy and Kirstie Nathoo's technical breakdown of the SAFE instrument. The curriculum emphasized that successful angel investing requires prioritizing massive upside potential over failure rates while navigating conversion mechanics, valuation caps, and pro-rata rights through tools like AngelCalc. Outcomes include a permanent open-source knowledge repository and a cohort of investors equipped to make independent, high-impact decisions on Y Combinator's Winter 2018 startups.

  2. Lex Fridman1h 55m

    Stephen Wolfram: Computational Universe | MIT 6.S099: Artificial General Intelligence (AGI)

    Stephen Wolfram

    The presentation establishes that artificial general intelligence emerges not from mimicking biological brain architecture but by mining the computational universe for sophisticated programs constrained by computational irreducibility. It details how Wolfram Alpha and the Wolfram Language implement this theory by converting human intent into symbolic code to automate algorithmic discovery and manage complex knowledge domains without relying on simplified ethical axioms. Ultimately, the speaker advocates for a paradigm shift in education toward computational thinking, enabling humans to collaborate with systems that solve problems and generate proofs beyond intuitive human capacity.