AMD has been a major winner benefiting from AI infrastructure buildout and capital-light technology business model with strong management.

Amazon exemplifies the winning blueprint: start with a niche (books), achieve free cash flow positivity, then replicate strategy into adjacent verticals — a model now repeating in…

HIMS started with sexual health niche, perfected a cash-flow-positive vertical customers love, then expanded — mirroring Amazon's books-to-everything playbook; dropped 50% four ti…

Palantir's digital twin software creates a self-reinforcing flywheel: more deployments generate more data, enabling faster productization per vertical; margins expand with scale a…

Lemonade leverages AI to automate insurance workflows, fitting the capital-light tech with network effects thesis that has driven outsized returns.

Robinhood moves capital by pressing buttons — asset-light financial model with crypto transfer growth; fits the digital capital-light thesis with AI tailwinds.

Tiny bank facilitating crypto transfers represents asset-light financial play; capital as digital asset moved by buttons fits Burnbomb's financials thesis.

Duolingo's AI-native approach uses LLMs to automate content creation and personalization; users learn languages for motivation, not translation — Google Translate existed for year…

Upstart's capital-light model failed because management didn't understand it was also a financial company that must constantly capitalize itself; when rates rose to 5%, loan buyer…

Stacking Nvidia today against Intel in 1999 shows Nvidia is twice as profitable and growing six times faster at comparable multiples; GPU growth correlates linearly with revenue a…

Nearly every point of Meta's growth over three years comes directly from AI — internal models and open-source Chinese models — proving massive ROI exists; 'no ROI' narrative is fa…