Topic · 6 episodes
Startups
Every Onpode episode on Startups.
Episodes
The power law: how a handful of hundred-million-dollar exits generate most VC fund returnsIn venture capital, 1 to 3 companies per fund typically generate 50 to 80% of total returns — a pattern called the power law. A 2022 study by Henry Lahr found VC return distributions show potentially infinite variance, meaning extreme outliers aren't flukes; they're structurally built into the math.
First-ever Caltech math hackathon for startups offers $1M+ compute to 100 teamsCaltech math graduate student Sathvik Redrouthu announced a hackathon for October 9–11 promising $1M+ in compute credits and participants including IMO gold medalists and OpenAI researchers — but as of the August 30 announcement, zero named individuals had confirmed attendance and the compute providers remained unnamed.
Garry Tan: startups must reorganize around AI agents that scale tiny teams nowGarry Tan claims AI agents running structured markdown 'skill files' make him 400x more productive than his 2013 self — an unverified but widely cited figure. The real tension: JPMorgan's legal agents hit 92.9% accuracy, but Meta scrapped a 60% workforce-reduction agent project after agents caused 'large-scale disruptive actions.'
The structural reason a handful of venture exits generate most returnsIn venture capital, the top 2.5% of deals generate over 70% of all returns, according to Cambridge Associates data on 4,000+ investments. This concentration is structural: binary startup outcomes combine with winner-take-most market dynamics to create a power-law distribution that is mathematically inevitable, not a symptom of poor portfolio management.
Rillet's CEO says AI accounting tools are forcing consulting firms to rethink who they hireRillet CEO Nicolas Kopp, whose AI accounting startup hit unicorn status after a $100 million round in August 2026, publicly told consulting firms to stop mass-hiring junior generalists. UK graduate job vacancies fell nearly 50% in one year to a decade low, though firms like KPMG cite macro demand, not AI, as the cause.
Flock hit $8B valuation but now faces growing backlash over surveillance camera concernsFlock Safety, the $8 billion license plate reader startup backed by a16z and Tiger Global, processes 20 billion scans per month across 5,000+ communities. Documented police misuse — including stalking and abortion-clinic tracking — and roughly 100 cancellations are raising bipartisan legislative scrutiny that may threaten the business model.