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Citadel, Bridgewater, and Man Group are using AI to perfect their processes, but fear bad bots and 'cognitive surrender'

Reported by Businessinsider
Oct 27, 2026· 3 min read
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Key Takeaways
  • • Citadel, Bridgewater, and Man Group are deploying AI across research and operations, with Citadel building AI agent clones of some investing teams that can conduct independent research, according to Business Insider.
  • • Bridgewater's AIA Labs is spreading research and processes it has refined across the rest of the organization, while Man Group is using AI to shift staff from routine tasks toward higher-value work.
  • • Executives at a Bloomberg-hosted New York conference on Tuesday said none of the three firms is ready to hand investment processes entirely to machines, and do not expect to anytime soon.
  • • Bridgewater partner Aaron Linsky called it an "unsolved problem" that agents cannot be trusted not to put Bridgewater at risk, and Citadel maintains a tightly controlled sandbox to keep agents contained.
  • • Man Group CIO Greg Bond warned against "cognitive surrender" and argued that markets remain human-driven, with AI not an edge in investing on its own.
Summary
Citadel, Bridgewater, and Man Group are each integrating artificial intelligence into their investment and operating processes, but their senior executives emphasized clear limits on how far the technology should go, according to Business Insider. Speaking at a New York conference hosted by Bloomberg on a Tuesday, the executives described time-saving use cases and internal AI programs they have developed.

At Citadel, some investing teams have built AI agent clones of themselves capable of conducting independent research. Andrew Janian, who rejoined the firm this year as interim chief technology officer, said the firm spends considerable effort ensuring the "sandbox" in which agents operate does not allow them to leave. At Bridgewater, the AIA Labs group is "imbuing" the wider organization with research and processes it has perfected. Aaron Linsky, a partner at the Connecticut-based hedge fund who was part of the founding AIA team, said that ensuring agents cannot be trusted not to put Bridgewater at risk remains an "unsolved problem." Man Group is seeking to let its people "do more of the fun stuff" and less of the grunt work.

Despite these deployments, none of the executives signaled willingness to delegate their organizations entirely to machines. Beyond security and regulatory risks posed by a rogue agent, the speakers stressed that AI alone does not provide an edge in investing. Janian said fundamental investing teams with AI assistants should use the tools to prepare for meetings or to challenge their ideas, not to write their investment theses.

Man Group chief investment officer Greg Bond, who previously headed one of the firm's quant units, lamented the "cognitive surrender" of employees who hand their entire work to the technology and go on autopilot. He said he would prefer PowerPoint presentations to fade and meetings to focus more on "getting everyone in a room and talking." "Let's go back to human interaction," Bond said. "Humans are designing these systems, and, at the end of the day, markets are human-driven."

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Sources

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AlphaMaven summarised this story from the reporting below. Each link opens the original article.

Businessinsider Citadel, Bridgewater, and Man Group are using AI to perfect their processes, but fear bad bots and 'cognitive surrender'