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By Akram Ayyash · Macro · Crypto · AI · From an Operator's Chair

№ 032Deep DiveAug 6, 202612 min read

Interpolation vs Extrapolation

AI is revolutionary, yet daily life is unchanged. The gap is the difference between interpolating over what's codified and extrapolating past it, and it decides where the premium migrates.

ChatGPT is almost four years old, and its maker says its models now reach more than a billion people. The four largest American cloud companies plan to spend roughly $700 billion this year on the infrastructure behind systems like it. On the question of whether AI is revolutionary, the bulls and the bears stopped arguing a while ago.

So here are a few uncomfortable observations, as of August 2026: no drug designed by AI has been approved by any major regulator. AI has not discovered any new laws of physics. We handed a machine nearly the sum of all written human knowledge, and the mysteries of the universe are sitting exactly where we left them in November 2022.

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The Author

Akram Ayyash

A finance executive who has run balance sheets and trading desks on both sides: Wall Street and crypto. Span is the structural analysis he wishes existed: the machinery underneath the story, written for people who allocate capital.

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