do his
taxes?
A public, line-by-line Schedule C: every transaction feeding it, every exclusion, and the logic that put each number where it landed.
Observed agent throughput · retained local history
The line is going up.
This does not mean the work is good. It means one person can set an increasingly unreasonable amount of machine activity in motion.
Sep 1, 2026
1,436,197
recorded output tokens / day
This is, admittedly, the argument.
The questions should
get harder.
So what is all that machine activity for?
Can
Johnny’s
AI
?
Five public experiments.One unreasonable idea coming soon.
01
run a (Turo)
02
manage an
03
prepare you for
04
understand
05
find a market
06
run a (Turo)
business?
It watches the market, runs the numbers, and proposes the next move. Johnny still says yes.
manage an
investment portfolio?
It remembers every thesis, tests every assumption, and keeps the evidence current.
prepare you for
a doctor visit?
It turns a medical record into the questions worth asking before the appointment starts.
understand
a restaurant?
It turns the mess of daily operations into a business that can see itself.
find a market
hiding in plain sight?
It assembles a decision-grade market from fragments no single dataset contains.
do his
The operating thesis
Bigger line.
Harder questions.
Not autonomous. Not magic. Just a wider frontier of things one person can seriously attempt—and a public record of what happens next.
return to the evidence ↑