Hyperscalers

AI Token Costs Shift Focus From Chips to Returns in 2026

AI spending is getting a cleaner unit of account: the token. On July 7, 2026, the useful signal was not that chips bounced or that one memory producer printed another record quarter. It was that usage, price, and capital intensity are starting to tell different stories.

Credo Technology Growth Accelerated by AI Networking Demand

Credo Technology has reported a massive 157 percent increase in annual revenue to 437 million dollars as hyperscalers accelerate the construction of large scale AI factories. The surge in demand for high speed connectivity solutions is driving significant margin expansion and free cash flow for the networking specialist. As operators build larger compute clusters, the requirement for reliable, low latency bandwidth has shifted from a luxury to a fundamental infrastructure bottleneck.

Alphabet's SpaceX Stake, Waymo, and the AI Capex Push

Alphabet trades like an ad company but operates like a holding firm. Inside the GOOGL share sit a minority piece of SpaceX, a majority piece of Waymo, and a growing AI infrastructure tab. Today’s notes tie those threads together with a side trip into Ethereum protocol plumbing.

PascalFi

PascalFi explores the intersection of quantitative methods and practical investing. Named after Blaise Pascal, the mathematician who laid the groundwork for probability theory, this blog applies data-driven thinking to investment decisions. The art …

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