In trying to understand this AI shift, it's too easy to default to big data sets (as I tend to do). Sometimes a clearer signal is found at the other end of the telescope, at the atomic level. Viewed that way, who is providing the clearest glimpse of our AI future? The new AI maniac.
You may know a few. These are people applying AI to everything: their work, their personal lives, and everything in between.
Some of their behavior is, well, peculiar and obsessive. Tyler Cowen points to a young man who canceled a date; not for a funeral or a fever, but because Anthropic had extended access to its newest model for a few days, and he wanted the time with the machine.
Easy to laugh. Harder to laugh at the scoreboard, where three trends are emerging:
The 5x employee. These AI advocates, adopting what we term "vibe working," are now doing the work of five people and with higher quality. The data is catching up to the anecdotes: a recent Zapier survey found that 63% of solopreneurs now use at least three AI tools daily, with 44% citing significant revenue gains, and practitioners report reclaiming 20-plus hours per week as AI absorbs up to 40% of the daily workload. Such work hacks have fueled a boom in entrepreneurialism, which leads us to…
The one-person empire. The number of single-person companies earning $10 million or more has doubled in two years. Importantly, the maniacs are disproportionately the ones doing it, orchestrating fleets of agents the way a floor manager once orchestrated a hundred employees. The pipeline behind them is swelling: AI adoption among solo founders hit 74% in 2026, and a majority of survey respondents say AI's availability makes them more likely to start a business.
Traditional sources of prestige are losing their sheen. The maniacs have stopped caring about the things your hiring committee cares about, because Harvard and Yale are not where you learn to manipulate AI tools; you teach yourself, aided by other maniacs and the machines themselves. The market quietly agrees: MBA unemployment three months post-graduation has surged to 21% at Duke Fuqua and 25% at Georgetown McDonough. The Posh School + McKinsey pedigree is out. Fluency with Claude and Codex is in.
The maniacs aren’t waiting for your AI transformation roadmap. They are the roadmap. The only question is whether they're working for you or against you.
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