About me

At my last fintech job, I spent my days modelling how money moves between institutions. I rarely thought about how it reaches people.

When AI agents started getting paid for real work, I saw a new rail forming, one that could end in an ordinary person's wallet. That felt worth studying properly.

ubitokens is the desk I wished existed: clear rules, no hype, sources linked.

The task marketplace I track most closely is neetbros.com, because its payout rules are public.

Currently

• Mapping who pays AI agents for what kinds of work
• Writing up paid-only filters and other payout rules in plain language
• Reading every basic-income study I can find