10亿美元对冲基金的AI全面落地手册A $10B Hedge Fund’s AI Playbook
The Takeaway:对冲基金CEO把AI当成1995年的互联网——不用就是把钱留在桌上,而且必须从上到下强制推行。
Will(Walleye Capital CEO/CIO/Managing Partner,近100亿美元AUM)是真正的owner-operator,也是少数敢公开把整个400人组织押在AI上的金融CEO。他有工程与数学背景,量化业务早就用了非线性统计和AI,但真正转折点是2023年一位分析师用早期GPT做出能取代自己工作的工具。此后他亲自下场:写全员邮件、强制全员培训、建内部产品Current(基本面选股数字分析师)、每周排行榜、工具推荐奖励、录下几乎所有会议并喂给LLM做风险复盘。
最硬核的一段原话是:“Using ChatGPT is not cheating. That’s a non applicable idea from academia. … Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect. … As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective.”
他反复强调:AI不会让你少思考,只会把打字和缝合句子的时间压缩,把更多时间留给真正决策;管理者必须先自己流利,再推团队;工具不完美没关系,方向对了就要用。最终目标是把邮件、Slack、Zoom、交易数据全部打通成“集体”(他叫它Borg),让机器在人类还看不清的地方给出二阶、三阶洞察。
对任何想在自己组织里真正落地AI的人,这是目前最具体、最可复制的操作手册。
Will(Walleye Capital CEO/CIO/Managing Partner,近100亿美元AUM)是真正的owner-operator,也是少数敢公开把整个400人组织押在AI上的金融CEO。他有工程与数学背景,量化业务早就用了非线性统计和AI,但真正转折点是2023年一位分析师用早期GPT做出能取代自己工作的工具。此后他亲自下场:写全员邮件、强制全员培训、建内部产品Current(基本面选股数字分析师)、每周排行榜、工具推荐奖励、录下几乎所有会议并喂给LLM做风险复盘。
最硬核的一段原话是:“Using ChatGPT is not cheating. That’s a non applicable idea from academia. … Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect. … As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective.”
他反复强调:AI不会让你少思考,只会把打字和缝合句子的时间压缩,把更多时间留给真正决策;管理者必须先自己流利,再推团队;工具不完美没关系,方向对了就要用。最终目标是把邮件、Slack、Zoom、交易数据全部打通成“集体”(他叫它Borg),让机器在人类还看不清的地方给出二阶、三阶洞察。
对任何想在自己组织里真正落地AI的人,这是目前最具体、最可复制的操作手册。
The Takeaway: A hedge-fund CEO treats AI the way the internet should have been treated in 1995 — not using it is leaving money on the table, and it has to be mandated from the top down.
Will (CEO/CIO/Managing Partner of Walleye Capital, nearly $10B AUM) is a true owner-operator and one of the few finance CEOs openly betting the entire 400-person firm on AI. With an engineering and math background, the quant side had used nonlinear stats and AI for years, but the real inflection came in 2023 when an analyst demoed an early-GPT tool that could replace his own work. Will then led from the front: all-hands emails, mandatory firm-wide training, the internal product Current (a digital analyst for long/short stock picking), weekly leaderboards, tool-suggestion rewards, and recording almost every meeting so LLMs can process risk discussions.
The sharpest quote: “Using ChatGPT is not cheating. That’s a non applicable idea from academia. … Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect. … As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective.”
He insists AI does not reduce the need to think — it collapses the time spent on typing and sentence-stitching so more time is available for actual decisions. Managers must become fluent first, then push their teams. Tools are imperfect; that is not an excuse to wait. The long-term vision is a firm-wide “collective” (he calls it the Borg) that connects emails, Slack, Zoom transcripts and market data so machines can surface second- and third-order insights humans miss.
For anyone trying to make AI real inside an organization, this is currently the most concrete, replicable operating manual available.
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Will (CEO/CIO/Managing Partner of Walleye Capital, nearly $10B AUM) is a true owner-operator and one of the few finance CEOs openly betting the entire 400-person firm on AI. With an engineering and math background, the quant side had used nonlinear stats and AI for years, but the real inflection came in 2023 when an analyst demoed an early-GPT tool that could replace his own work. Will then led from the front: all-hands emails, mandatory firm-wide training, the internal product Current (a digital analyst for long/short stock picking), weekly leaderboards, tool-suggestion rewards, and recording almost every meeting so LLMs can process risk discussions.
The sharpest quote: “Using ChatGPT is not cheating. That’s a non applicable idea from academia. … Not using these tools is like refusing to use the Internet in 1995 because it wasn’t perfect. … As a hedge fund, we should be ashamed to leave money on the table by ignoring tools that make us faster, smarter, and more effective.”
He insists AI does not reduce the need to think — it collapses the time spent on typing and sentence-stitching so more time is available for actual decisions. Managers must become fluent first, then push their teams. Tools are imperfect; that is not an excuse to wait. The long-term vision is a firm-wide “collective” (he calls it the Borg) that connects emails, Slack, Zoom transcripts and market data so machines can surface second- and third-order insights humans miss.
For anyone trying to make AI real inside an organization, this is currently the most concrete, replicable operating manual available.