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blog
with.onli
blog
July 2026

The Rack Is Not Inevitable

A large language model lives in a rack — rows of accelerators, vast pools of high-bandwidth memory, another data center and another power contract with every increase in size. That sequence has become so familiar it sounds like physics. But it is not physics. It is an architecture.

What if a machine Apple shipped in 2019 could run a 744-billion-parameter model — not by squeezing it all into memory, but by learning to move the right pieces at the right time? This essay follows that experiment and what it says about where intelligence is allowed to live.

blog
July 2026

The Line Congress Just Drew

What the federal CBDC ban means for private, dollar-denominated currency.

Section 1001 draws a statutory distinction between a centrally controlled digital dollar and private, permissionless alternatives. Onli was architected around that line from the start.

blog
June 2026

Why AI Needs Actual Possession

Custodial possession, dead capital, and the property layer for the AI economy.

AI solves the value-creation problem. What it exposes is an ownership-maturation problem: who will own what AI produces, and can digital value become mature capital?