I finally get why the multi-agent team I cobbled together with MCP a few months ago never really worked.
A couple of days ago in Kiro, while working on a complex task, I got to see how well the main agent and sub-agents can actually collaborate. Even pure sub-agent delegation produced results that genuinely impressed me.
Really looking forward to the day when true multi-agents can freely talk to each other and collaborate.
We do not have multi-agent systems today. Ultra mode is still one trained system delegating to itself.
What comes next has not been invented yet. https://t.co/oMtfTGmF85
1/ Controversial take: hard work is more important than smart work.
It's a myth that we only have a few hours of good creative work per day. Train yourself to grind long hours first. You will surprise yourself. The work naturally become higher quality, less distracted.
去年,我的论文发表在 Nature 合作的 AI 期刊上。
论文正式发表的那一天,我没有想象中的开心,反而更多的是担忧。
得到一个成果也许没有那么难,但想要超越一个成果,需要成倍的精力、一次次打破固有的思维路径,以及承受随之而来的挫败的能力。
但其实在这个成果之前,我就已经意识到:
AI 应该服务于人,技术也应该服务于人。
也许是艺术背景的原因。从启蒙开始,我所欣赏的好作品、好设计,始终都是“懂人”的设计。
AI 只是换了一种工具和路径,但核心从未改变。
所以我一直想做的,是把前沿的研究能力真正落地,做成一些对人有价值的产品。
过去一年多,我持续探索 AI 与产品的结合,也不断寻找一个真正能够让我把想法落地,all in的平台,来超越我的上一个成果。
现在,这个备忘录的目标有了答案。
Valuing crypto has always meant guessing how many people would eventually come onchain.
We charted adoption curves, compared them to the internet, argued over when we'd hit a billion users…
But even the most active human has a limit. A full time trader executes a few times an hour, for maybe twelve hours a day because sleep and food and life still exist. Thats the ceiling of human paced activity and its what this entire asset class is priced on.
But now, billions of agents are about to come onchain and agents have no ceiling. Circle's CEO is talking about tens of billions of them. Stripe is planning for a billion transactions per second. Visa, Mastercard, Coinbase, Klarna and Google are building agent payment rails right now.
The total addressable market for crypto was never the number of humans. Its the number of economic actors, and we are about to find out what happens when that number grows by orders of magnitude and never sleeps. Activity we cant comprehend, and all of it flowing through the networks the agents run on.
This is Reed's Law... value scaling not with the number of users but with the number of groups they can form. Agents dont just transact. They hire each other, form swarms, assemble into temporary companies for a single task and dissolve again a minute later. Every group is new value. Its an exponential built on top of an exponential, and nothing like it has ever existed.