Reserved — not yet in commerce

Token Tumblers

“…statistical token tumblers, as I call them…”

This is a placeholder page for two domains held in reserve. Nothing is for sale here yet, and no service is currently offered under this name.

Domains

Sourcing

The phrase “statistical token tumblers” was coined by AI researcher Andrej Karpathy, spoken at 1:23:05 of his talk “Deep Dive into LLMs like ChatGPT” (2025).

Also cited in Yasmeen Arif, “What language do machines speak? LLMs and the simulated social,” AI & Society (2026), doi.org/10.1007/s00146-026-03104-8.

Not affiliated

This site is not endorsed by, sponsored by, or affiliated with Andrej Karpathy, OpenAI, Eureka Labs, or any organization named above.

The phrase is quoted here for attribution and educational purposes only. No claim of association, partnership, or endorsement is made or implied.