Rogo 联合创始人 Gabe Stengel 认为，智能体持久记忆是企业级场景的重大未解难题，核心卡点在于"compaction"：与单个智能体进行 100 次对话后，如何确保它记住正确信息、把记忆压缩到每次可用的 token 量内，并保持足够的连贯性和上下文。Rogo 目前帮助全球大型金融机构做公司研究、尽职调查和并购执行，其目标是走向"投资超级智能"。
Persistent agent memory is a major unsolved problem in enterprises.
- Gabe Stengel, co-founder of Rogo(Wall Street AI co)
@patrick_oshag: "What's something that the models currently cannot do that, if they could, would really change the nature of the product?"
@GabeStengel: "Compaction. If you have 100 conversations with a single agent, how does it make sure that it's actually remembering the right things and compacting its memory into an amount of tokens that it can use every time and it has enough coherence and context on who you are and what you care about to make it feel like it's a true person that you're speaking to that learns more and more about you?"
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(link to the full podcast in the quoted tweet below )
My conversation with Gabe Stengel (@GabeStengel), founder and CEO of Rogo. For years, Gabe and I have talked about how much of an investor's job AI will eventually do and how he is building Rogo toward that future. Today, Rogo helps some of the world's largest financial institutions research companies, run diligence and execute M&A. But Gabe's ambition is much bigger. He is building toward investing superintelligence, where Rogo does much of the work inside investment banks and firms and becomes the venue where they do their deals. It's a fascinating business and has been so fun watching Gabe build it. We discuss: - 10,000 agents searching for one great investment idea - Which investing skills will still matter - Why Anthropic/OpenAI won't win finance - "Chewing glass" - Why the harness around the models matters so much - Getting rejected by 40+ investors - Building an AI native Bloomberg - Becoming a black hole for talent Enjoy! TIMESTAMPS: 0:00 Intro 2:38 Building Rogo 6:12 10,000 AI Agents 12:02 Skills That Still Matter 17:31 Beating OpenAI and Anthropic 28:35 Bloomberg of the AI Era 37:37 Rogo’s Company Brain 44:19 Chewing Glass 53:34 AI-Native Finance 59:21 What Humans Still Do Better在 X 查看被引用的帖子
来源：Rohan Paul · x.com