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AI Economics & Business Models · AI raises discount rates for at-risk incumbents but expands opportunity sets for AI-native operators — net neutral to positive for adaptable
now playing · AI Economics & Business Models
AI as 'Digital Kaizen': leaning out white-collar/IP processes across 70% of economy, not just tech
Just as China cost forced product companies to optimize supply chains (1990s-2010s), AI forces every IP/white-collar-intensive business to lean out human processes. Winners gain 30%+ increm…
Short-cycle capital (1-3 month horizons) creates structural volatility; Durable exploits via 10-year horizon and deep business knowledge
80-90% of institutional flow driven by multi-manager platforms (Citadel, Millennium) with monthly risk cuts and quant models optimized for short-term signals. Result: earnings volatility hi…
AI raises discount rates for at-risk incumbents but expands opportunity sets for AI-native operators — net neutral to positive for adaptable
Market correctly prices disruption risk (Duolingo drops on OpenAI/Apple demos). But same AI enables incumbents with strong culture (Luis, Max) to accelerate product velocity 4-20x, enter ne…
Robotics at cost parity today; general-purpose LLMs drive 15-20%+ annual cost deflation — Amazon-style power law
Certain robotics use cases already below human labor cost. Unlike prior automation, general-purpose models (not task-specific) power robotics, riding geometric cost curves (15-20%/yr vs 3-5…
Private markets now support indefinite private life for elite firms; but public markets impose superior discipline for durable compounding
Private capital abundance allows $100B+ private valuations (SpaceX model). Avoids short-cycle marks but risks cultural stasis. Public markets force 'and' business (growth + profitability +…