Subprime Is Contained

We're betting civilization on the idea that everything is as predictable as a planet's orbit.

But markets, economies, and societies. They can't be forecast — not because the math is weak, but because these systems don't work that way. Sponte's job is to show which of our biggest bets are science, and which are superstition dressed as math.

Subprime Is Contained—Ben Bernanke

Then 2008 wiped out $17 trillion.

That's what the models said, right up to the collapse.

Markets, medicine, supply chains run on the same math — it assumes the future repeats the past, and when it doesn't, the failure can be catastrophic.

Now we are applying these models in the form of AI at civilizational scale.

Sponte studies where these tools hold, and where they don’t.

We're wiring one incorrect assumption into everything — and handing the switch to AI.

*That the future will repeat the past now sits under finance, medicine, and policy, and it's becoming the logic of every automated decision faster than anyone can check it. ***

ALSO THEY CAN BE WRONG LEADING TO CATASTROPHIC OUTCOMES FOR SOCIETY

We're wiring one unprovable assumption into everything — and handing it to AI to run at scale.

"The future will repeat the past" now sits beneath finance, medicine, and policy, and it's becoming the reflex of every automated decision, spreading faster than anyone can check. Sponte studies where that assumption holds, and where it breaks.