Robinhood推出AI Agent应用与24/7交易基础设施
Robinhood CEO Says New AI-Driven Agent Apps Are Safe
Robinhood作为头部零售券商,其推出的AI Agent架构与24/7交易基础设施代表了美股零售交易模式的重要演进,直接影响活跃交易者的策略执行方式与成本结构,值得相关从业者关注。
Joining us now live from that summit is the chairman and CEO of Robinhood, Vlad Tenev. Vlad, great to have you back on the program. You said last night that you're basically putting the power of hedge funds into every trader's pocket. Explain that. That's right. I mean, we are in unprecedented times. You you hear that said a lot, but superintelligence is changing how we create and how we do everything. And Robinhood, we're focused on the financial aspect of this.
现在从该峰会现场连线的是Robinhood的董事长兼首席执行官弗拉德·特涅夫。弗拉德,很高兴你再次回到我们的节目。你昨晚说,你基本上是把对冲基金的权力放进了每个交易者的口袋。请解释一下。没错。我的意思是,我们正处于前所未有的时代。你经常听到人们这么说,但超级智能正在改变我们创造事物和做任何事情的方式。而Robinhood,我们专注于这一方面的金融领域。
And what what can happen if you plug if you safely plug in this super intelligence into your Robinhood account, and we take all the capabilities that Robinhood offers, which we announced 16 new ones last night, but think of it as the ability to trade any asset twenty four seven, and we're really building the infrastructure for that. And with, Robinhood agents, we can now plug, Frontier Intelligence into all these assets and allow your intelligence to to help you trade these things.
如果你将这种超级智能安全地接入你的Robinhood账户,会发生什么?我们利用Robinhood提供的所有功能——我们昨晚宣布了16项新功能——但你可以将其视为全天候交易任何资产的能力,我们正在为此构建基础设施。借助Robinhood代理,我们现在可以将前沿智能接入所有这些资产,并让你的智能帮助你交易这些资产。
And we also introduced agent apps, which allow you to plug in unique data sources. So things like unusual whales, token terminal Mhmm. Satellite. We have satellite imagery where you can actually tap into real time satellite views of parking lots if you wanna import that into your trading strategy. And and we also have the ability to run agent loops. So these are autonomous runs where the agent can actually perform actions for you in your Robinhood account while you're sleeping.
我们还推出了代理应用,允许你接入独特的数据源。例如异常鲸鱼、Token Terminal等。卫星图像。我们拥有卫星图像,你可以实时获取停车场的卫星视图,如果你想将其导入你的交易策略的话。我们还具备运行代理循环的能力。这些是自主运行的过程,代理可以在你睡觉时在你的Robinhood账户中实际执行操作。
So we're we're very excited about what this unlocks, and it's really just about making it clear to our active traders who are the foundation of our business that you're at a disadvantage trading anywhere besides Robinhood. Well, I am curious, just specifically on the agent, on the agent apps. I mean, how are you making money off that? Is that from subscriptions or just a share of the agent app fees? I mean I mean, what's the what's the direct, financial benefit to you?
因此,我们对由此解锁的可能性感到非常兴奋,这主要是为了让我们的活跃交易者——他们是我们业务的基础——清楚地认识到,除了在Robinhood上交易外,你在其他地方交易都处于劣势。好吧,我很好奇,特别是关于代理和代理应用。我的意思是,你是如何从中赚钱的?这是来自订阅费还是仅仅分享代理应用的费用?我的意思是,对你来说直接的财务收益是什么?
Yeah. So there's, like, three different potential monetization paths that you can think of here. One is just subscriptions. So these app developers are charging subscriptions, and they're actually offering deals where, you know, you get you get free usage for the first month. And, you know, in some cases, through Robinhood agent apps or marketplace, you can save money. It's not just easier to integrate with Robinhood in your trading, but you could actually save money compared to getting the subscription directly or elsewhere.
是的。这里有三种不同的潜在变现路径可以考虑。一种是订阅。这些应用开发者收取订阅费,并且实际上提供优惠,你知道的,第一个月免费使用。在某些情况下,通过Robinhood代理应用或市场,你可以省钱。这不仅使与Robinhood集成以进行交易变得更加容易,而且与直接订阅或在其他地方订阅相比,你实际上可以节省费用。
So there's a subscription, and we take a piece of that for operating the marketplace. There's also just the trading activity, which we monetize normally on our platform, and and we get that. And then for now, we're we're offering free usage, through OpenAI of GPT six Luna till the end of the year, but there's also monetization on the AI model serving layer if you're using, you know, one of the one of the premium models that costs money.
因此,我们提供订阅服务,并从中抽取一部分作为运营市场的费用。此外还有交易活动,我们在平台上正常对此进行变现,并获取这部分收入。目前,我们通过 OpenAI 免费提供 GPT-6 Luna 的使用权限直至年底,但如果你使用的是需要付费的高级模型,在 AI 模型服务层也存在变现方式。
Talk a little bit more about what the users are actually going to see when they use this, trading agent. Do they just see the completed order, or do they get a little bit of insight into the rationale behind, you know, every single trade? What is the model looking at? What kind of risk limits is this agent looking at? Yeah. And, you know, if you, we we gave a pretty cool demo of all this. So if the viewers wanna get in deeper, we I encourage you to check that out.
再多谈谈用户在使用这个交易代理时实际会看到什么。他们只会看到已完成的订单,还是能获得对每一笔交易背后逻辑的些许洞察?模型在看什么?这个代理关注哪些风险限制?是的。而且,我们之前展示了一个非常酷的演示。如果观众想深入了解,我鼓励大家去查看那个演示。
But, basically, what this is is it's a separate account. So for those of you that have Robinhood, we allow you to separate your assets into multiple accounts. Of course, we have your main Robinhood account, but we also have retirement. We have joint accounts. We now offer trusts. And we've introduced an agentic account, which is like a separate money bucket away from your retirement, away from your main brokerage account, and you can choose to move money into an agentic account.
但基本上,这是一个独立的账户。所以对于那些使用 Robinhood 的用户,我们允许你将资产分离到多个账户中。当然,我们有你的主 Robinhood 账户,但我们也有退休账户、联名账户。我们现在还提供信托账户。我们引入了一个代理账户(agentic account),它就像一个与你退休账户和主经纪账户分开的独立资金桶,你可以选择将资金转入该代理账户。
And you can think of it as like a financial sandbox, you know, to make sure that your agent doesn't go and just trade all of your money. You have to make affirmative moves to actually move money and assets into the agentic account. By default, trade approvals are on, so you'll you'll approve every trade that the agent wants to make. But if you want, you can turn that off. And then you also have agent loops where you can essentially create loops where the agent periodically does does its analysis, runs the strategy, and decides whether to trade.
你可以把它想象成一个金融沙盒,以确保你的代理不会随意交易你所有的资金。你必须采取主动操作,才能实际将资金和资产转入代理账户。默认情况下,交易审批是开启的,所以你会批准代理想要执行的每一笔交易。但如果你愿意,也可以关闭它。此外,你还有代理循环(agent loops),你可以在其中创建循环,让代理定期进行分析、运行策略,并决定是否进行交易。
And that allows you to operate your agent even when you're not looking at your Robinhood app, like, Yeah. When you're sleeping. Because now, you know, equity markets are gonna be twenty four seven starting with Robinhood first. Yeah. So you'll always be able to capture opportunities. Well, I do wanna just ask you, though, about the liability. And I did look at the disclosure, and it's very clear that the disc that the the liability risk, at least for right now, for losses still rests with the the user rather than Robinhood itself.
这让你即使在不查看 Robinhood 应用时也能操作你的代理,比如在你睡觉的时候。因为现在,你知道的,股票市场将从 Robinhood 开始实现全天候二十四小时交易。是的。所以你将始终能够捕捉机会。不过,我还是想问一下关于责任的问题。我确实查看了免责声明,内容非常明确:至少目前,损失的责任风险仍由用户承担,而非 Robinhood 本身。
But have you talked with your tech team about this idea of whether the agents and and the technology behind it maybe hallucinates and does the wrong ticker or or just basically does something that the user did not intend it to do, does that loss or potential loss still fall on them, or would Robinhood actually bear some of that some of that responsibility? Yeah. I mean, I guess without going into, like, the legal nature of this question, what I'll tell you is we've spent a lot of effort and time making sure we mitigate the risk of hallucination and not not just hallucinations in the core models, which have been improving, but also making sure that it calls Robinhood services through well defined tool calls.
但你有没有和你的技术团队讨论过这个想法,即代理及其背后的技术是否可能会产生幻觉并选择错误的股票代码,或者基本上做了用户不打算让它做的事?如果是这样,损失或潜在损失是否仍由他们承担,还是 Robinhood 实际上会承担部分责任?是的。我的意思是,我想在不深入探讨这个问题的法律性质的情况下,我会告诉你,我们投入了大量的精力和时间来确保减轻幻觉的风险,而不仅仅是核心模型中的幻觉(这些模型一直在改进),还要确保它通过明确定义的工具调用调用 Robinhood 的服务。
And and there's actually a lot of engineering on what's called the harness layer, which is the layer that goes around the model and connects it to our system to make sure that only allowed tool calls, are are made possible. We spend a lot of effort, you know, making that really, really robust and making sure that, you know, the the reliability is is up to our standard. Yeah. And, you know, again, there's trade approvals so you can monitor what the what the agent is doing.
实际上,在所谓的“护栏层”(harness layer)上有很多工程工作,这一层环绕在模型周围并将其连接到我们的系统中,以确保只允许进行工具调用。我们投入了大量精力,你知道的,使这非常非常稳健,并确保可靠性达到我们的标准。是的。而且,你知道,再次强调,有交易审批流程,你可以监控代理正在做什么。
There there's also we're investing more in predictable determinism so that the the outputs are interpretable. And we should also say that this isn't our first agentic product. We rolled out agentic trading a few months ago, and we've had over a 150,000 customers using it and actually building things. And, this is an extension of that. Of course, it's gonna be much bigger now that it's inside the Robinhood app, but I think we're building increasing confidence that these tools are not just powerful and open new capabilities, but but they're also they're also safe.
我们还投资于可预测的决定性,以便输出是可解释的。我们也应该指出,这不是我们的第一个代理产品。几个月前我们推出了代理式交易功能,已有超过 150,000 名客户在使用它并实际构建东西。而这只是其扩展。当然,现在它在 Robinhood 应用内部,规模肯定会更大,但我认为我们正在建立越来越多的信心,相信这些工具不仅强大并能开启新的能力,而且也是安全的。
And we believe that through our guardrails, we can actually introduce these products to users in a way that is safe and and also useful.
我们相信,通过我们的护栏机制,我们可以以安全且有用的方式将这些产品引入给用户。
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