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Brian Kelly Says Bracket22 Runs on AI Agents at $30,000-$40,000 a Year

September 22, 2026 at 00:47 EDT

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Former crypto hedge-fund manager Brian Kelly has rebuilt Bracket22 around specialist AI agents, saying annual labor-related costs fell from roughly $5 million to $30,000-$40,000. The trading firm invests only Kelly's own capital across cryptocurrencies, stocks and commodities, and Kelly keeps the final trade decision rather than handing execution authority to the agents.

Sep. 2026 | Bracket22

AI agents take the trading desk

Brian Kelly says a specialist agent desk cut a roughly $5M annual operation to $30K-$40K while he keeps the final trade call.

~$5M

prior annual cost base

$30K-$40K

reported agent and compute run rate

10x

self-reported productivity gain

specialist roles described

Annual cost, drawn to scale

Scale: one block equals about $250K. The AI run rate is less than one block.

~$5M

former operation

$40K

high-end AI run rate

At the high end, the reported AI run rate is about 0.8% of the former annual cost base.

Role split before the trade

Technical read

charts and market indicators

Quant tests

strategy and model checks

Red team

challenge the thesis

Human call

Kelly decides the trade

Why it draws interest

The setup suggests research, testing and challenge functions can be compressed into a low-cost agent workflow.

What remains unproven

No public returns, drawdown, Sharpe ratio or full risk framework have been disclosed.

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