Yale SOM Curriculum: Quantitative Investing - Turning Data Into Investing Insights
The Yale School of Management’s Quantitative Investing course introduces students to systematic, data‑driven portfolio construction. It defines quantitative or systematic investing as the process of converting financial characteristics—such as earnings‑to‑price ratios, momentum quintiles, or other accounting metrics—into repeatable trading rules, akin to a “Moneyball” approach that prioritizes numbers over brand names. The curriculum balances rigorous theory with empirical analysis. Lectures cover the statistical foundations for estimating return drivers, while case studies showcase real‑world research findings. Students then apply these concepts in lab sessions, writing code to rank securities, build factor‑based portfolios, and back‑test strategies against historical data. Instructors emphasize practical skill‑building, noting that the class culminates in a hands‑on project where participants generate their own systematic strategy. A notable example discussed is ranking stocks into quintiles based on momentum, buying the top quintile and shorting the bottom, illustrating how simple signals can be operationalized. By equipping future finance professionals with both analytical frameworks and coding proficiency, the course prepares them to design, evaluate, and implement quantitative strategies in a rapidly data‑centric investment landscape.
How To Get Your First Users
The video tackles the perennial startup challenge of acquiring the first paying users. It argues that early adopters are a scarce but decisive segment, and that founders should treat user acquisition as a targeted search rather than a broad persuasion...
MNI Webcast with Alberto Musalem
In a February 2026 webcast, St. Louis Fed President Alberto Musalem outlined the Federal Reserve’s outlook for growth, inflation and monetary policy, emphasizing his role on the FOMC and recent caution about further rate cuts. Musalem said he expects the U.S....
Why the US Suddenly Wants Venezuela's Oil #venezuela #politics #oil
The video examines the fallout from the United States’ arrest of Venezuelan President Nicolás Maduro and the renewed chatter about unlocking the country’s vast oil reserves for American firms. While the political maneuver promises a potential boost in supply, analysts caution...
ACT Middle East Treasury Summit 2025
The ACT Middle East Treasury Summit 2025 brought together more than a thousand treasury professionals, bankers, economists, and solution providers to discuss the unique challenges of cash management, liquidity, and risk in the Gulf region. Attendees highlighted the event’s dense networking...
Inside The Startup Building Reusable Rockets
Stoke Space is tackling the holy grail of rocketry by building fully reusable two‑stage launch vehicles that can launch, return, and relaunch without discarding any major components. The company’s Nova first stage lands and re‑fuels like a conventional reusable booster,...
Groq’s $20BN NVIDIA Deal | Why Sam Altman Doesn’t Care About Dilution & Invisible Unemployment 2026
The video dissects Nvidia’s surprise $20 billion cash acquisition of Groq, a boutique chipmaker known for ultra‑low‑latency inference silicon. The deal closed just before Christmas, with Chamath and Jensen Huang driving a rapid, three‑times‑last‑round price to eliminate a nascent competitor that...
Palo Alto Networks CEO Nikesh Arora on the Virtues of Being an Outsider
The interview with Palo Alto Networks CEO Nikesh Arora centers on how outsider CEOs can drive growth by daring to "swing big" and building products around a clear, long‑term vision rather than merely responding to early customer requests. Arora stresses...
Training General Robots for Any Task: Physical Intelligence’s Karol Hausman and Tobi Springenberg
Physical Intelligence is pioneering robotic foundation models that promise any robot can learn any task. By abandoning the classic perception‑planning‑control stack in favor of end‑to‑end reinforcement learning, the company’s Pi‑Star 0.6 model can ingest raw sensor data and instructions, then directly...
Fuse CEO Alan Chang: The Revolut Playbook of Speed & Ownership, Why Founders Aren’t Ambitious Enough
Alan Chang, co‑founder and CEO of Fuse Energy, uses his Revolut experience to outline a playbook for disrupting the energy sector. He likens Fuse’s ambition to Netflix’s media takeover and Revolut’s banking conquest, arguing that only a ferocious work ethic...
AI + B2B in 2026: Find the Tailwinds or Get Left Behind | Jason Lemkin
The podcast spotlights the 2026 AI‑driven B2B landscape, warning that firms that fail to embed powerful AI agents this year will be left with a "D‑" rating and risk irrelevance. Jason Lemkin stresses that the market’s new mantra is to...
Matt Fitzpatrick on Who Wins the Data Labelling Race & Why AI Needs Forward-Deployed Engineers?
Matt Fitzpatrick discusses why the AI data‑labeling race is stalling in large enterprises, emphasizing that only a tiny fraction of generative‑AI projects ever reach production. He cites MIT’s finding that just five percent of GenAI deployments work in any form...
My Top 3 YC Companies
The video spotlights three Y Combinator alumni that the presenter, a prolific YC investor, believes have the strongest commercial potential. After reviewing 150 pitches and backing 13 companies, the narrator narrows the field to Torniol, Clix, and Crunched, each tackling...
Figma IPO: From Hype to Reality #shorts
The video dissects the recent Figma IPO, contrasting the initial fanfare that likened the deal to a consumer‑tech blockbuster with the more subdued reality of its pricing and market reception. Host Jason frames the IPO as a bellwether for the...
AI Unicorns: Why Most Will Fail (Startup Cement Shoes) #shorts
The video tackles the growing skepticism around AI‑focused unicorns, arguing that legacy incumbents in B2B markets face a paradox: they own massive customer bases and data assets, yet those very assets become a liability when trying to pivot to AI‑first...
How Intelligent Is AI, Really?
The video captures a conversation at NeurIPS 2025 between Diana and Greg Kamrat, president of the ARC Prize Foundation, about the foundation’s mission to advance AI systems that can generalize like humans. The discussion centers on the ARC benchmark suite,...
Ep 35 | Pitfalls to Avoid on the Path to an Exit (with Goldman Sachs)
The episode of "The Path to Exit" tackles the most common pitfalls software and internet founders face when preparing for a liquidity event, featuring Sarah Letourneau of Goldman Sachs. Letourneau frames the discussion around three core themes—timing, valuation anchoring,...
A16z's David George on the Most Controversial Bet at A16z & Do Margins and Revenue Matter in AI?
David George, a general partner at Andreessen Horowitz, opened the conversation by framing a16z’s most controversial bet: that a $1 billion growth fund can outperform smaller vehicles. He highlighted the firm’s track record—Databricks delivering 7×, Coinbase 5×, and a roster that...
VC Secrets: Focus on Your Top 1-2 Winners! #shorts
The short video zeroes in on a core venture‑capital principle: a VC’s portfolio success hinges on a handful of “home‑run” investments, often just one or two companies that generate the bulk of returns. The speaker reminds founders that the VC...
Zoom's TAM Trap: Why Smart Founders Miss Opportunities #shorts
When the speaker turns his attention to Zoom, he lauds founder‑CEO Eric Yuan as a rare blend of engineer, leader and human being, yet he asks a stark question: why did Zoom fail to capture a vastly larger total addressable...
Hard Mode: Hypergrowth From Europe with Mati (ElevenLabs) and Anton (Lovable)
The video is a deep‑dive conversation with Mati, co‑founder of ElevenLabs, and Anton, co‑founder of Lovable, two European CEOs who are navigating hyper‑growth in the AI‑driven product space. The host frames the discussion around building technology for the “99%” –...
How To Know When Your Pivot Is Actually Working
James Hawkins, CEO and founder of PostHog, discusses the company’s evolution from a series of early‑stage pivots to a $75 million Series E round that valued the startup at $1.4 billion. He outlines how PostHog began as a self‑hosted, open‑source product‑analytics tool—a response...
What Makes Alfred Lin Such a Great Investor
The video spotlights Alfred Lin, a partner at Sequoia Capital, and dissects the unconventional traits that set him apart from the stereotypical venture capitalist. Rather than relying on sweeping, simplistic maxims—"great team wins" or "focus on margins"—Lin offers nuanced, data‑driven...
AI Startups Vs. Mature Companies: Employment Trends Revealed! #shorts
The short video breaks down employment dynamics by contrasting AI‑focused startups with mature, publicly‑traded companies. It frames the discussion around three distinct groups: legacy firms that are tightening efficiency around annual recurring revenue (ARR) and free‑cash‑flow metrics; deep‑learning model companies...
Why IDEs Won't Die in the Age of AI Coding: Zed Founder Nathan Sobo
The interview with Nathan Sobo, founder of the Rust‑based IDE Zed, tackles the hot question of whether integrated development environments are becoming obsolete in the age of AI‑driven coding assistants. Sobo argues that, despite the rise of terminal‑centric, conversational tools,...
Base44’s Founder, Maor Shlomo on Why Vibe Coding Has No Defensibility
The interview centers on Maor Shlomo, founder of Base44, a venture that leveraged large‑language‑model (LLM)‑driven “vibe coding” to let a solo founder build a product that was later sold to Wix for $80 million. Shlomo frames the conversation around why traditional...
Cursor Head of Design Reviews Startup Websites
The video features Ryo Lu, head of design at Cursor – the AI‑powered coding platform used by over a million developers – conducting a live design review of several user‑submitted startup sites built with Cursor. The session, part of the “Design...
Bolt Ft. Markus Villig - From Bootstrapping in Estonia to a Global Leader in Mobility
Bolt founder Markus Villig recounts the company’s evolution from a modest, €5,000 boot‑strap in Tallinn to the leading mobility platform across Europe, the Middle East and Africa. The narrative begins with his teenage frustration over unreliable, cash‑only taxis and a...
34 | Assembling Your Software M&A Dream Team
Welcome to "The Path to Exit" podcast, where host Mike Lyon and guest Mike Greco break down the essential members of a software‑M&A deal team. The episode focuses on the step‑by‑step process of assembling a "dream team"—private‑wealth advisors, investment bankers,...
How End-to-End Learning Created Autonomous Driving 2.0: Wayve CEO Alex Kendall
In a recent interview, Wayve CEO Alex Kendall outlined the company’s vision of moving from the traditional, hand‑engineered autonomous‑driving stack (AV 1.0) to an end‑to‑end neural‑network architecture he calls AV 2.0. Wayve’s ambition is to become an embodied AI foundation model...
Seed Investing in the AI Era: What Even Matters? #shorts
The video tackles the thorny question of what seed investing means in today’s hyper‑fast AI landscape, noting that products can iterate through ten versions in a month, making early‑stage signals increasingly noisy. The speaker argues that the traditional emphasis on...
Inside The Startup Launching AI Into Space
StarCloud successfully launched its first satellite, StarCloud One, carrying an NVIDIA H100 GPU—the first data‑center‑grade processor operated in orbit. The company aims to build orbital data centers that harness continuous solar power and radiate heat into space, eliminating the land,...
Parker Conrad’s Revenge Fantasy
Parker Conrad, the CEO of HR‑tech firm Rippling, says the company was born out of a "revenge fantasy" after his violent ouster from Zenefits, a narrative that fueled his early drive. He recounts the grueling fundraising process, noting how investors...
Biggest Lessons From Peter Thiel
Peter Thiel’s genius, according to insiders, lies more in how he structures his firms than in his individual investments. At Founders Fund, staff who lead deals are required to co‑invest alongside the firm, turning a perk into a test of...
Founder Stories: Cathy Di
Cathy Di, a Princeton senior, left her computer‑science studies to co‑found Daedalus Labs, a platform that simplifies building and deploying AI agents. After a last‑minute application, her team was accepted into Y Combinator’s summer batch, turning an idea with no...
Founder Stories: Saurav Kumar
Saurav Kumar, a recent UIUC computer science and statistics graduate, founded Fleetline, a Silicon Valley startup that uses graph algorithms to better position trucks for future demand, promising up to a 20% revenue lift for logistics firms. The company has...
SaaStr's Jason AI: Revolutionizing Founder Advice #shorts
SaaStr launched an AI platform called Delphi, a digital clone of its founder‑advice persona Jason, that ingests roughly 20 million words of the company’s 12‑year content library—including YouTube videos, tweets and LinkedIn posts. The tool lets entrepreneurs ask real‑time questions about...
Founder Stories: Priya Khandelwal
Priya Khandelwal, co‑founder and CEO of Nixo, leads a startup that helps AI companies achieve SaaS‑level margins from custom deployments and services. Transitioning from Stanford AI research to entrepreneurship, she credits Y Combinator’s network for accelerating Nixo’s growth and simplifying...
Navan's IPO: Who Wins? & Harvey Raises $150M at $8BN Price & Why Google Is a Buy, Amazon Is a...
The panel dissected Navan’s recent IPO, noting the company priced near the top of its range at a $5 billion valuation only to trade down to roughly $4.8‑4.9 billion, challenging Bill Gurley’s notion that IPO allocations are always free money. They explained...
From Early Failures to ‘Clash of Clans’ and ‘Brawl Stars’ - Supercell Ft Ilkka Paananen
Supercell was founded on a reverse‑hierarchy model that puts game‑development teams, dubbed "cells," in charge of vision, a philosophy born from co‑founder Ilkka Paananen’s belief that developers should be the company’s superstars. After an early Facebook MMO, Gunshine, showed promise...
The AI Revolution in B2B: Insights From SaaStr CEO's and Qualified's CEO
SaaStr and Qualified CEOs discussed their rapid adoption of AI agents to automate sales and support functions, starting with a generalist agent that handled 20% of qualification tasks and scaling to 12 verticalized agents across SDR, BDR, marketing, and customer...
OpenAI Sora 2 Team: How Generative Video Will Unlock Creativity and World Models
OpenAI’s Sora team unveiled Sora 2, a next‑generation generative video model that uses diffusion transformers and space‑time tokens to simulate entire video sequences with physics‑consistent behavior. By treating video as a world simulator, Sora 2 can maintain object permanence and produce realistic...
Cohere's Chief Scientist, Joelle Pineau: Why Scaling Laws Will Continue & Future of Synthetic Data
Cohere’s chief scientist Joelle Pineau, a former Meta researcher, discussed the durability of scaling laws, the current limits of reinforcement learning (RL) and the shift toward enterprise‑focused, on‑premise AI models. She emphasized that while compute and data yield roughly linear...
Why I Picked Angel Investing Over MBAs
A Princeton graduate who had long coveted a Stanford MBA decided to skip the program, treating the $120,000 tuition as a sunk cost and instead investing that money in early‑stage startups alongside angel investor Mike Maples. He framed the decision...
100M Views… Zero Impact?
The speaker notes that viral video clips—even those surpassing 100 million views—often generate negligible traffic to the underlying long‑form podcast, with download numbers remaining flat. He attributes this to platform operators who, backed by well‑funded data teams, promote engagement metrics that...
Good News For Startups: Enterprise Is Bad At AI
A viral reading of an MIT study that claimed most AI projects fail is misleading, say podcast hosts who dug into the report and enterprise reality. The true takeaway: large organizations routinely botch AI deployments because internal IT, entrenched consultants...
Why AI Salaries Are Outrageous
Compensation for top AI talent has ballooned to eye-popping levels, with recent graduates from elite schools reportedly receiving $50–$100 million packages and marquee names being offered deals worth up to $1 billion. That surge reflects a frenzy in tech and...
From Idea to $650M Exit: Lessons in Building AI Startups
A founder recounts building an AI legal assistant—launched after pivoting to GPT‑4-era models—that scaled rapidly and was acquired by Thomson Reuters for $650 million. He outlines three idea categories for AI startups: assist professionals with tasks, replace human labor, or...
Nvidia CTO Michael Kagan: Scaling Beyond Moore's Law to Million-GPU Clusters
NVIDIA CTO Michael Kagan said the AI compute frontier has shifted from squeezing transistors on a chip to stitching thousands—ultimately millions—of GPUs into single, rack‑scale machines connected by high‑performance networks. He credited Mellanox’s interconnect technology (now part of NVIDIA) with...
Most Common Growth Mistake (And How to Avoid It)
The video warns that the most common growth mistake is reflexively copying competitors’ tactics without grounding decisions in customer context or data. The speaker recounts a Pinterest case where teams replicated Facebook’s seven-part onboarding and product flow, spent weeks implementing...