← Back to articles

How one hedge-fund manager built his firm to be powered entirely by AI agents

2026-09-08 | original

read original get NVIDIA GeForce RTX 4090 Founders Edition → more articles

Why This Matters

A former crypto hedge-fund manager says he replaced a seven-to-eight-person team with AI agents, cutting labor-related costs from roughly $5 million a year to $30,000–$40,000. It's an extreme, single-firm data point, but it illustrates how agentic AI is being tested as a replacement for knowledge work on Wall Street rather than just a productivity add-on.

Key Takeaways

Bracket22 claims to run a full hedge-fund workflow entirely on AI agents, operating 24/7.
Reported cost shift: ~$5M/year in salaries, compute, benefits and office space down to ~$30K–$40K.
Signals broader financial-industry experimentation with agentic AI — and questions about the limits of replacing human analysts.

Worth a Look

NVIDIA GeForce RTX 4090 Founders Edition — If you want to run AI agents locally instead of renting cloud compute, the RTX 4090 is the go-to card for hobbyists building their own model workstations. It's the kind of hardware behind the shift the article describes, where a single person plus compute can replace a whole desk of analysts.

See NVIDIA GeForce RTX 4090 Founders Edition on Amazon → Affiliate link — we may earn a commission on purchases, at no extra cost to you. Product picked by AI based on this article; it is not a tested recommendation.

Hedge-fund manager Brian Kelly has his staff working 24/7, yet his payroll costs are a fraction of what they once were.

That's because Kelly — who previously ran a cryptocurrency hedge fund — created his new trading firm, Bracket22, to be powered entirely by agentic artificial intelligence.

"I used to have about seven or eight employees all around the world. A lot of them were based in New York," Kelly told CNBC. "Between their salaries and compute and healthcare and everything like that, my payroll was well into the millions of dollars per year."

Factoring in things such as office space and bonuses, Kelly estimated his total labor-related costs before he began using AI were roughly $5 million a year.

"Now, when I'm using AI, I run somewhere around [$30,000] to $40,000 a year, total. And that's with every AI agent, that's with all my compute, that's with everything I need to completely replicate a hedge fund ... with AI," he said.

Bracket22 is a stark example of a growing reality on Wall Street as firms test the benefits and limits of AI in finance.

Explore topics: bracket22 brian kelly ai agents hedge fund cnbc