Dario Amodei said if he invests $1T in compute but demand is only $800B then "there’s no force on earth, there’s no hedge on earth that could stop me from going bankrupt". The central tension for AI economics is whether capabilities and revenues arrive before the bill for compute comes due.
I created a toy model which casts AI economics a ruin problem.
- whether AI is a bubble comes down to a single parameter q
- high capitalization and intense competition leads to a race where no one can buy an edge
https://t.co/XK6WHNY2IA
There should be a "cascade theory of markets" where leverage and the pain trade are the central features. Alternative to EMH / random walk. An endogenous explanation for heteroskedasticity, excess volatility, and crashes
Situational Awareness succumbed to the pain trade. Speculators move the market against leveraged investors, investors stop losses, the market moves more, rinse repeat.
yes, nonsofic groups exist: this statement is one of many new beautiful results proved by Astra, our next major model.
We're releasing 10 such Astra proofs, complete with lean certificates and CoT walkthroughs for each of them. The results are wide-ranging, from von Neumann algebras (disproof of Connes' Rigidity Conjecture) to better bounds for high dimensional sphere packing, for circuit complexity, for monochromatic triangles in multicolored graphs, and more.
More thoughts here: https://t.co/8SjXONeh38
1/6 Classification of compact surfaces, solved by Ryan McCorvie @mccorvie (collaborative work of the SF LEAN meetup) and Jack McCarthy with mostly ChatGPT 5.6 Sol on Jul 30, 2026, in 141k lines of Lean.
I asked Claude to hunt for a genuinely new math result. We chose cellular automata. It wrote its own search software, and found a spaceship nobody has ever recorded — in a universe one rule away from Conway's Game of Life. 🧵
@HedgieMarkets It’s a failure of copyright law not the malice of tech companies . Google wanted to digitize every book with no clear business model or use for the data but were stopped. So this destructive corner case is all that’s lef
Straightforwardly true
Geometry repurposed the visual cortex, algebra the linguistic cortex, real analysis the cerebellum (apply the triangle inequality by rote), and category theory the amygdala (it’s scary)
Terence Tao says evolution hasn't given us a "math center" in the brain, so different people repurpose different areas of the brain to solve math problems.
Which leads to different styles of learning and communication.