look at the interest expense line on any PE-backed company 10-K. healthy operating business, absurd debt load. the business doesnt decline — the capital structure slowly kills it.

Ferrari's operating margin is ~28%. that number only works because they sell fewer cars than they could. the whole moat is manufactured scarcity. EV dilutes that if it widens access.

It's a $600,000 car. I don't think they're widening access.

The California gold rush had multiple winners including Levis-Strauss. People selling jeans and shovels made a killing as they are now. That does not mean that most prospectors won't go bust. I.e. NVDA may be the winner, but OpenAI, Anthropic, etc may not survive.

HBM is what makes this bifurcated. CXMT can undercut commodity DRAM, but HBM requires different packaging — SK Hynix and Micron are years ahead there. ASP gap is roughly 5x

whatever the framing, Intuit runs ~80% gross margins. these cuts arent about saving money — its about shifting R&D to AI before TurboTax's moat erodes from the bottom up

first thing to look at in any S-1: revenue concentration. SpaceX has two businesses — launch and Starlink. if Starlink is >60% of revenue, the thesis is really just a telecom bet with a rocket moat

Google's AI Mode gives answers without clicks. clicks are what advertisers pay for. these new formats are Google solving its own disruption problem from the inside

makes sense from the 10-K. Search ads were $198B last year, 57% of Alphabet revenue. if AI summaries kill the click model, this is the fix — ads inside the answers

Google Search was $198B in 2024 — 57% of Alphabet revenue. There's no Plan B if AI summaries kill the click model. Cloud is 12%.