# Microsoft’s Vision for an Internet Made for Agents With CTO Kevin Scott (Best of the Pod)

Markdown copy of https://realalpha.app/v/jBGo33Jkids/ on Real Alpha, the best minutes from long interviews with the people building AI. Cite and link the page, not this copy.

Kevin Scott says useful AI agents need open, secure connections to the internet’s tools and data—and people should stay curious about new ways to work.

- Show: AI & I
- Hosts: [Dan Shipper](https://realalpha.app/people/dan-shipper/)
- Guest: [Kevin Scott](https://realalpha.app/builders/kevin-scott/) is CTO of Microsoft.
- Published: Aug 12, 2026
- Length: 28 min

## The best minutes

- [2:10](https://realalpha.app/v/jBGo33Jkids/?t=130) [Agents need an open web of tools to become useful](https://realalpha.app/s/agents-need-an-open-web-of-tools-to-become-useful/) (4 min)
- [9:38](https://realalpha.app/v/jBGo33Jkids/?t=578) [Open agent ecosystems and strong security can coexist](https://realalpha.app/s/open-agent-ecosystems-and-strong-security-can-coexist/) (6 min)
- [15:36](https://realalpha.app/v/jBGo33Jkids/?t=936) [Stay open to new tools without giving up your craft](https://realalpha.app/s/stay-open-to-new-tools-without-giving-up-your-craft/) (5 min)

## Also worth watching

- [6:44](https://realalpha.app/v/jBGo33Jkids/?t=404) [Microsoft uses shared protocols to avoid shipping its org chart](https://realalpha.app/s/microsoft-uses-shared-protocols-to-avoid-shipping-its-org/) (3 min)
- [20:57](https://realalpha.app/v/jBGo33Jkids/?t=1257) [Agent startups can win through better problem understanding](https://realalpha.app/s/agent-startups-can-win-through-better-problem-understanding/) (3 min)
- [23:55](https://realalpha.app/v/jBGo33Jkids/?t=1435) [Agents will move from prompt-and-wait to asynchronous work](https://realalpha.app/s/agents-will-move-from-prompt-and-wait-to-asynchronous-work/) (3 min)

Skip the opening scaling-laws recap and the closing subscription message.

## Summary

Kevin Scott is Microsoft’s CTO. He says Microsoft is building agents and platform infrastructure for an agentic web, and has pushed for the company’s internal systems to use a standard protocol.

Kevin Scott says model reasoning has moved ahead of what products let people do, and that useful agents need better memory and ways to act across tools, systems and information sources. He argues that open protocols can make those connections broadly available while still supporting security through agent identities, permissions and user and administrator approval. Scott expects developers to choose among many agents, with products differentiated by how well they solve specific problems. He advises people not to wait for the technology to mature, and expects agents to take on longer, asynchronous workflows.

### Minute by minute

- [0:00](https://realalpha.app/v/jBGo33Jkids/?t=0) **Agents need internet-like access.** Kevin Scott says agents must be able to take actions using diverse tools, systems and information sources. He argues that this calls for an internet-like ecosystem, with existing websites and APIs made accessible to agents, and advises makers to try tools and keep the ones that work.
- [1:40](https://realalpha.app/v/jBGo33Jkids/?t=100) **Models outpace current products.** Scott says scaling laws appear to remain intact, while models’ reasoning capabilities have moved ahead of how products use them. He calls this a capability overhang and says the industry needs to close the gap between what models can do and what users get.
- [3:23](https://realalpha.app/v/jBGo33Jkids/?t=203) **Agents need memory and access.** Scott says agents need memory that carries across tasks, along with access to diverse tools, systems and information sources. He points to MCP as serving a role like HTTP and NL web as a role like HTML, with simple, composable protocols helping agents act across the web.
- [6:44](https://realalpha.app/v/jBGo33Jkids/?t=404) **Microsoft wants shared agent protocols.** Scott says he wants Microsoft’s internal systems to speak a standard protocol to the company’s agents, so teams do not build inefficient connections that reflect the organization chart. He says Microsoft also wants to help solve broader infrastructure problems as an agentic web develops.
- [9:38](https://realalpha.app/v/jBGo33Jkids/?t=578) **Open protocols need agent permissions.** Scott says MCP’s simplicity should make it easier for the community to establish a security model. He describes giving agents identities and checking what resources they are entitled to access, with users and system administrators approving the permissions needed for a task.
- [11:57](https://realalpha.app/v/jBGo33Jkids/?t=717) **Open systems can still be secure.** Scott calls the choice between open innovation and security a false dichotomy. He values permissionless ways for makers to reach users and imagines personal agents using communication and other resources to assess risks, such as checking whether an account change is legitimate.
- [15:36](https://realalpha.app/v/jBGo33Jkids/?t=936) **Craft includes choosing your tools.** Scott says makers can have strong opinions about their craft while deciding whether process or outcome matters more for a particular task. He still uses Vim despite thinking it is suboptimal, but adopts tools when they better serve the outcome; he regrets waiting so long to try 3D printers.
- [20:50](https://realalpha.app/v/jBGo33Jkids/?t=1250) **Developer agents will remain diverse.** Scott expects many developer agents rather than one tool that every developer uses. He says startups can stand out by understanding a specific problem and applying or adapting available infrastructure to solve it, while Microsoft competes with its Copilot and GitHub agent tools.
- [23:55](https://realalpha.app/v/jBGo33Jkids/?t=1435) **Waiting risks falling behind.** Scott warns that people who delay because current tools are slightly too expensive or limited will fall behind. He expects the technology to become cheaper and more capable each year, and predicts progress on the ambition of problems people tackle with agents.
- [25:27](https://realalpha.app/v/jBGo33Jkids/?t=1527) **Agents will work asynchronously.** Scott expects better agentic-web connections and model reasoning and planning to support asynchronous work. Instead of waiting on each prompt, users could delegate a task while an agent makes calls to systems, iterates and later returns with its progress.

## Transcript

AI & I, hosted by Dan Shipper, with Kevin Scott.

From the transcript AI & I publishes with the episode.

[0:00](https://realalpha.app/v/jBGo33Jkids/?t=0) You're someone who I think cares a lot about the craft of things. One of the knocks on using agents for coding is it gets rid of some of that feeling or something like that. How do you feel about that? I love the fact that my people, makers writ large, so software engineers or mechanical engineers or woodworkers or potters. If you are really passionate about what you do, you're going to have very strong opinions about how you do it. I've been a woodworker. for almost as long as I've been a programmer. This is not the first moment in the past four decades where the nature of software development has changed in a non-trivial way.

[0:38](https://realalpha.app/v/jBGo33Jkids/?t=38) Like if agents are gonna be useful, they have to take action on your behalf. They have to be able to use tools and make changes in systems and consult information sources that are diverse and rich. And in order for that to really be great, you need an ecosystem that looks a lot like the internet. If you have... a source of information, you already have a website, you already have an API that's doing something for people out there. Like you've got to figure out how to plumb things through where agents can like talk to those things. Like one of the things, the CTO that I've been pushing for at Microsoft is like, I want all of our systems internally to speak a standard protocol to all of the agents that we're writing inside of Microsoft.

[1:27](https://realalpha.app/v/jBGo33Jkids/?t=87) Be curious, try stuff. And if it works for you, use it. And if it doesn't, don't. Kevin, welcome to the show. Thanks for having me. One of the things that's interesting is I was here last year. Yep. And you said two things. There are two big themes. One was agents are going to be everywhere. That's one of the things you said, which I think really came true. That was very repressant. Another thing is I noticed a big emphasis last year on scaling laws. There are a lot of graphs of like we're building big infrastructure, we're building these bigger models. And every two years we're going to get these big performance improvements.

[2:11](https://realalpha.app/v/jBGo33Jkids/?t=131) This year, the emphasis is really on the agentic web. So what has changed? What have we learned from last year to this year? Yeah, I think there's a bunch of things that have changed. Like one of the things is that I think last year. people were like really in this state of mind that they were doubting that the scaling laws were going to continue to work really well. Whereas like I think, you know, we've demonstrated year after year after year that they are intact and working quite well. Like that's not a... thing that people need to be reminded of anymore. And I think the other thing, too, that's happened, honestly, is that the reasoning capabilities of the models has actually gotten a little bit ahead of what we're using the models to do in products.

[2:59](https://realalpha.app/v/jBGo33Jkids/?t=179) So I've been talking a lot lately about this thing called the capability overhang. And, you know, I think we actually have some work to do collectively across the whole industry to... close the gap between what the models are actually capable of and like what we're delivering to users of that capability. So that's one of the one of the like big thematic things why, you know, scaling laws might not be as interesting to talk about it this year's build as last. And then the other thing, too, is that we just discovered is all of these agents have emerged over the past year. And so like both the number of agents and like the amount of time that people are spending doing stuff inside of these agents or with these agents is that there's a bunch of other stuff other than reasoning that has to get sorted out in order to make them as useful as they should be.

[3:47](https://realalpha.app/v/jBGo33Jkids/?t=227) So, you know, the things that I was talking about earlier. at the keynote today at Build, we're, you know, we need better agentic memory like our agents right now because memory is constrained in a bunch of interesting ways. They're a little bit transactional. So like you use them for like one thing and like, you know, memory is coherent across the course of that task. But, you know, then it may or may not completely go away. And like you're starting from scratch the next time, which really is. inhibits your ability to delegate increasingly complicated tasks to these things. And then, like, there's just this real issue that, like, if agents are going to be useful, they have to take action on your behalf.

[4:36](https://realalpha.app/v/jBGo33Jkids/?t=276) Like, they have to be able to use tools and, like, make changes in systems and consult information sources that are, you know, diverse and rich. And in order for that to, like, really... be great.

[4:52](https://realalpha.app/v/jBGo33Jkids/?t=292) **Kevin Scott:** You need like an ecosystem that looks a lot like the internet where if you have a source of information, you already have a website, you already have an API that's doing something for people out there.

[5:08](https://realalpha.app/v/jBGo33Jkids/?t=308) Like you've got to figure out how to plumb things through where agents can like talk to those things and where, you know, all of the incentives are aligned for everyone to like go, have all of this stuff participating in, you know, ways that make sense to them in this agentic web. And so I think that is the big story this year. It's like you've seen the first glimmers of like real progress with like super awesome, simple open protocols like MCP that are, you know, serving the same purpose in this agentic web as HTTP does on the internet and where you have things like NL web that are like serving, you know, the same moral equivalent purpose as HTML does on the internet.

[5:53](https://realalpha.app/v/jBGo33Jkids/?t=353) And so I think you're going to see these things like simple things that are composable and layering and like just lots of activity in the open community and like a bunch of things hopefully getting to ubiquity so that, agents can actually do stuff right so i think to play that back like one of the things i hear is like we have agents agents are starting to work and in order to make them powerful agents need access they need access to like what whatever is out on the internet whatever is on your computer all that kind of stuff yep and you need um basically protocols um and processes for agents to be able to access that stuff and so you're looking at different parts of the stack so like absolutely the runtime layer where where you're you know you're building like memory and and and all this kind of stuff and then um mcp which allows you to connect into the wider internet to get more information into agents yep um i guess why is that important to microsoft and like what role do you want to play in that kind of an ecosystem Well, look, I think there are two, maybe three things that are super important.

[6:52](https://realalpha.app/v/jBGo33Jkids/?t=412) So one is like we make agents and in order for our agents that we're building for folks to be useful, like we need to solve these problems inside of these agents. And like even if you sort of scope it down narrowly to enterprise agents, like one of the things CTO that I've been pushing for at Microsoft is like I want all of our agents. systems internally to speak a standard protocol to all of the agents that we're writing inside of Microsoft so that we're not exposing the entire world to like Conway's law, which is, you know, organization. So Conway's law is a really funky thing in compilers where.

[7:30](https://realalpha.app/v/jBGo33Jkids/?t=450) And, you know, this guy Conway said that the number of stages or passes in your compiler is going to be dictated by the number of teams you have working on the compiler. You ship your org chart. Correct. You ship your org chart.

[7:44](https://realalpha.app/v/jBGo33Jkids/?t=464) **Kevin Scott:** And so, you know, you certainly inside of the confines of a company like Microsoft, like you don't want to be shipping your org chart when you are building your agents.

[7:54](https://realalpha.app/v/jBGo33Jkids/?t=474) And like it's just... kind of a horror show to watch, like as an engineer, like all of this inefficient building, like when you don't have like those standard protocols and services that everybody's using. But I think, you know, if you sort of imagine... If you really imagine like what agents could do and like what you, you know, what users, like not me, but like, you know, just people who are hoping these things can be more useful than they are right now. Like you need things to start happening the same way that they were happening with the web. And like I kind of see it right now. Yeah. MCP is like a really great example.

[8:32](https://realalpha.app/v/jBGo33Jkids/?t=512) So it is a really simple protocol that solves a really important problem, not just for people who are making agents and building platform infrastructure, but for, you know, users of these systems who want them to be more useful. you know, they're sort of sitting here using these agents, like how do I get my stuff wired up into this? And like, how does it make sense for me? Like even from a business model perspective to do that. And so like, that's the two things. It's like make our own agents more useful. And then like, we're a platform company, like, Even more important than the agents that we're going to write ourselves, like that platform layer that Microsoft has been building in technology for 50 years, like we just want to make sure that we are helping solve the problems that are emerging as this agentic web is happening.

[9:34](https://realalpha.app/v/jBGo33Jkids/?t=574) Yeah. So it's really cool to see you guys like leaning really hard into MCP and like integrating it into all of Windows and all that kind of stuff. That's really awesome. And it brings up for me, I've been starting to hear rumblings from people who are thinking a lot about MCP that the security model needs a lot of work. Yeah. And I'm curious, like, for your take on that, because you're making a lot of comparisons between this stack and the Internet stack. And the Internet has a bunch of, like, things in its security model, like the same origin policy that makes sure that, like, if a website is serving you code, like, it's only able to execute on its own data.

[10:10](https://realalpha.app/v/jBGo33Jkids/?t=610) And MCP doesn't really have that. So, like, how do you what do you think the right security model is for this? Well, look, I don't know that I know what exactly the right security model is. But, like, the interesting thing about MCP is, like, it is so coherently simple that it's going to be relatively easy for the community to decide what the security model is. Like, we have a bunch of, like, enterprise things that we care a lot about and that, like, we're doing really good work with the MCP team. team to get done so like we need agents to have identities so that you can build entitlement systems so you can say this agent is acting on behalf of this person and like they are entitled to see these resources in this system and like even having a way for an agent to sort of go query a bunch of systems and say like These here's the thing that I would like to do.

[11:07](https://realalpha.app/v/jBGo33Jkids/?t=667) These are the systems I need to touch in order to do the thing. Like what entitlements do I need to ask for in order to do this? And so I can request permission like from the user, like the person who's delegated this task to me, like, can I present to them like anything? can I have permission to these things in order to do this thing you asked me to do? Yes or no. And then for the administrators of all of these systems, you know, like, hey, is it OK for all of this to be happening? And so like there's All of that's going to be like relatively straightforward to do, like not easy, but like relatively straightforward to do on top of MCP.

[11:44](https://realalpha.app/v/jBGo33Jkids/?t=704) And like the important thing is like, let's do it in an open way. Like we don't need it to be proprietary to like our agents or our systems. Like we've just got to figure out how to get this dime where... things kind of work like the web works. Yeah. Well, it's an interesting question for me because I feel like there's maybe two potential models or potential go-to-markets for AI stuff that you guys have been talking about. One is this sort of like verticalized model where you own the model and you own the UI layer. You do all the applications and everything in between. Yeah. The thing about that model, which maybe it's sort of you could say that the App Store or Apple iPhone model is a good example of that, is you can guarantee security in a lot of ways.

[12:30](https://realalpha.app/v/jBGo33Jkids/?t=750) And an open model, it's harder to do security stuff, but you get much more like innovation, basically, because there's no central authority. So how did you guys think about making that decision? Yeah. So, look, I know that that's the argument that a lot of people make.

[12:47](https://realalpha.app/v/jBGo33Jkids/?t=767) **Kevin Scott:** I think it might be a false dichotomy. There is, you know, like a thing that you have in these open systems where they are permissionless.

[13:01](https://realalpha.app/v/jBGo33Jkids/?t=781) And like there's a real advantage in having permissionless innovation. So like the thing that... as an individual that excites me most about what's happening right now is the extent to which you can go innovate and build things without having to seek someone's permission, like where you have to have them grant you permission for distributing your things to other people. And, you know, like having all of these like complicated gatekeeping things that are sitting in between you who are the person who had the idea and like the people who might benefit from it. Like I think some of these like middle layers that we have that have emerged over the past handful of years, like just aren't contributing much value, honestly, to the two parties in the transaction that matter, which is the person who did the hard work to make a thing and then the people who are going to either spend their attention or their money or some other currency that's valuable to, like, access the thing.

[13:55](https://realalpha.app/v/jBGo33Jkids/?t=835) Yeah. So, like, I get kind of excited about that. And so, like, that's one of the reasons why we've made the decisions that we want to. But, like, I also think that there are ways that you can get real robust security in these systems, like leveraging some of the AI capability that you have now. That, you know, where you may be able to have better security. Like, if you have an agent that you... are running that is attending to your personal security requirements. Like these are things I'm willing to share. These are things I'm not willing to share. Like, you know, and it has some kind of knowledge of risk assessments.

[14:38](https://realalpha.app/v/jBGo33Jkids/?t=878) And like, yeah, like for instance, like my wife this morning while I was, uh, While I was getting ready to jump on stage, like I got this flurry of emails that because I'm the like backup security account for my wife where like somebody was like fiddling around with two factor authentication on her account. And like the first thing I did was I. texted her like I didn't want to email her because somebody might have gained unauthorized access to her email account I texted her I was like hey are you screwing around with the configuration and she's like yes and so like you could imagine like having an agent that is like privy to like a whole bunch of your communication modalities like being able to like notice that something funky is going on and then like you know using a bunch of resources to triangulate like whether that's So, like, I think there's just a bunch of stuff like that that, like, you can have both, right?

[15:34](https://realalpha.app/v/jBGo33Jkids/?t=934) Like, I don't think it needs to be, like, you know, one or the other as you framed it. Yeah, that makes sense. One other thing that I'm curious about is it just seems pretty clear that software engineering is changing. Yeah. And you're someone who's been involved in software engineering for a long time. Yeah. And you're someone who also, I think, cares a lot about like the craft of things, like the craft of how things are made. We were talking earlier about you're making you do a lot of ceramics, you make your own bags like you're you love having your hands in things. And I think one of the knocks on, you know, using agents for coding is like it gets rid of some of that feeling or something like that, which.

[16:14](https://realalpha.app/v/jBGo33Jkids/?t=974) I don't necessarily agree with, but I'm sort of curious for you, like as someone who cares about the craft of code, looking into this future of coding with agents, like how does that, how do you feel about that? Well, so let me start by saying that I... I love the fact that my people and like when I say my people, I mean, you know, makers writ large. So software engineers or mechanical engineers or woodworkers or potters or, you know, just sort of pick your thing where people are trying to create things from raw materials or nothing. If you are really passionate about what you do, you're going to have very strong opinions about how you do it.

[16:56](https://realalpha.app/v/jBGo33Jkids/?t=1016) The tools that you use, the materials that you use, like how things get put together. It is a necessary thing for you to be great at your job. The interesting thing is people have lots and lots of different opinions. And like one of the events you said, like, I've been doing it for a long time. Like I am like I'm an old fart. Like I wrote my first program when I was 12, which means I've been programming for 41 years. And so the thing that you get to see when you've been doing a thing for a very long time is like this is not the first moment in the past four decades where. the nature of software development has changed in a non-trivial way and where people have very strong opinions about the change and what it means.

[17:40](https://realalpha.app/v/jBGo33Jkids/?t=1060) And so, you know, I think the reality is that people will have choice. You know, like I still, when I go into a text editor, I probably shouldn't say this because like we make, you know, Visual Studio Code, like, I'm such an old recalcitrant fart that I still use VI. I use Vim at least. But my text editor of choice is this extremely antiquated thing. And I just refuse to go use something different. Even though... I know for sure that that is sub-optimizing a part of what I'm doing. And I make the decision anyway, because like I get to choose. And then in other aspects of my making, like either software or something else that I'm doing, like I will be like, okay, The important thing here is not the way that I'm doing this particular part of it.

[18:34](https://realalpha.app/v/jBGo33Jkids/?t=1114) It's the outcome that I'm trying to get to. And like I'm going to use the most powerful or most convenient way to go get to the outcome. And like, you know, I don't care who's going to throw rocks at me for doing it. And like it's literally everywhere. Like I've been a woodworker for almost as long as I've been a programmer. And when I was a teenager, like the big debate was like, oh, are you a real woodworker? If you use power tools like, you know, real woodworkers only use hand tools. Right. There's still a little bit of that debate today, but like the real debate is like, are you a real woodworker if you use CNC tools, like computer controlled power tools versus just power tools?

[19:19](https://realalpha.app/v/jBGo33Jkids/?t=1159) And I understand it. Like, I actually think it's interesting, the debate itself. But like sometimes like people are going to make different choices because like they value something different than you do. If you value the process more than you value the outcome, like sometimes you'll make decisions. different decisions and people who value the outcome more than the process and i think the like is it are you a real woodworker a real programmer you're sort of saying like you're only real if you do it the way i grew up doing it when you ask that question in a lot of ways you know um but but it's just so varied right and like so the thing that i will say is like i would never in a million years tell anyone not to have strong opinions about their craft like have them like it's great Like the advice that I would give people and like this is not me telling what it's just advice, like things that I found useful for myself is just have an open mind.

[20:11](https://realalpha.app/v/jBGo33Jkids/?t=1211) You know, when the tools are changing, I can't even tell you like the number of times where I have looked at a new technology in some other like non-software dimension of making. that came along where I'm like, like, I don't want to learn like 3D printers. Like I waited forever to learn how to use 3D printers. And like, I regret it. Like I should have started earlier. Like they're so damn useful for almost everything that I do. And for a whole variety of complicated reasons, like I didn't let myself be curious about that, which is odd.

[20:46](https://realalpha.app/v/jBGo33Jkids/?t=1246) **Kevin Scott:** And so, you know, just like be curious, try stuff. Like, and if it works for you, use it. And if it doesn't, don't.

[20:52](https://realalpha.app/v/jBGo33Jkids/?t=1252) Yeah. What do you think is the future of software engineering agents? Like, is there going to be like one agent to rule them all? Or is it you're just going to use many different agents with different tastes? Or like, how do you see that ecosystem shaping up? Yeah, I look, I think it's going to be a lot of different agents. I mean, like, and it's good to have a lot of agents. And like we certainly would get up Copilot and, you know, GitHub agent stuff that we're working on. Like, I think we will compete very hard to like be a tool that lots of people will choose because it's very useful to them.

[21:20](https://realalpha.app/v/jBGo33Jkids/?t=1280) But I think it's unrealistic in the universe of developers to, like, think that, like, every developer on the planet is going to snap to using, like, one tool for, like, an important part of their job. Like, part of the joy of being a developer is you actually have that choice and you can sort of choose and play around with a bunch of different things and, like, do irrational things and, like, do rational things. And, like, it's just... You know, it is one of the very consistent things that I've seen over the past four decades of my programming life is like people choose to change their tools all the time.

[21:56](https://realalpha.app/v/jBGo33Jkids/?t=1316) What are the dimensions? Do you have an opinion on the dimensions along which the different agents might differ? Well, I think the most important thing about... Agents is like probably the product making part of them. And so the most interesting startups that I'm seeing right now are not trying to. innovate by building some kind of differentiated infrastructure.

[22:28](https://realalpha.app/v/jBGo33Jkids/?t=1348) **Kevin Scott:** They're innovating because they think they have an understanding of a problem that someone has that is better than anyone else.

[22:37](https://realalpha.app/v/jBGo33Jkids/?t=1357) And they think that they can pick up infrastructure or modify infrastructure or tune infrastructure to go solve their understanding of that problem in a world-class way. So I think that's what we need a lot of right now. And like, that's what's gonna dictate the diversity of agents and like how, like which things get used for what. And I think honestly, because it's so much easier now to like have that nuanced understanding of what someone's problem is and to pick up these tools to go take a swing at solving it, that you're just going to have a lot of companies like building a lot of things, trying to, you can even see it with the software development tools.

[23:21](https://realalpha.app/v/jBGo33Jkids/?t=1401) It's like crazy how many things have come out over the past year. And like they're interesting, like all of them. Yeah, it's a lot to respond to when you're a company building software development tools yourself. But like, it's super, super interesting. And it's like what we've seen is if you've got some kind of nuanced understanding of what someone needs, like people have like high tolerance and like high interest in like giving things a try. Yeah. Yeah. So we're almost out of time, but I'm curious, like, let's say it's a year from now. We're back at build. Yep. What are some things that are a hot topic right now or big questions that people have right now that are not going to matter in a year?

[24:06](https://realalpha.app/v/jBGo33Jkids/?t=1446) And what is going to matter in a year? And what are your predictions for what we're going to be talking about? Yeah, I think people who are still like hanging on to these ideas that, oh, like the technology is not ready yet because like I, you know, I tried to do something and it was like marginally too expensive or like it was marginally capable of doing the thing that I wanted to do. Yeah. Like, I think anyone who is using those as excuses to wait to get started are going to be super behind because everything is going to get cheaper and everything is going to get more capable every year. I know, like, and I think this is actually not a hard sell in 2025.

[24:50](https://realalpha.app/v/jBGo33Jkids/?t=1490) Mm-hmm. Yeah, it was this loud chorus of like, oh, you know, the progress is going to, you know, it's about to end and like everything's going to stop and like everybody's going to be super disappointed. Like I... I mean, there's still some people out there saying that, but like, I don't think folks are paying much attention to them anymore. Mostly because like, you know, what do you win by paying attention to like some crank who's saying like, you know, the things about to stop, like you're sort of betting on failure and the cost of betting on failure versus betting on optimism is like a real big difference there.

[25:30](https://realalpha.app/v/jBGo33Jkids/?t=1530) Yeah. So, yeah, like I think we're going to we're going to see a ton of progress on like the level of ambition of problems that people are tackling with agents. And then I think, you know, modalities that are going to be really different is like is this agentic web starts to get more complete, more plumbed out and the models change.

[25:56](https://realalpha.app/v/jBGo33Jkids/?t=1556) **Kevin Scott:** reasoning and planning capability get better and better, like you're going to start to get to the point where you're able to go from this synchronous mode of interaction with agents to asynchronous.

[26:05](https://realalpha.app/v/jBGo33Jkids/?t=1565) Like right now, most of what people do is like they sort of sit down, like they got a thing, they want to do like the issue, the prompts, like, and they wait until, you know, the thing comes back and like, you know, do something with that response. And so I think, you know, by next year, you're going to see people using these agents to like, hey, go sort this out. And like the agent a lot of time. It's going to go make a lot of calls out to systems, like the things that it's sort of like taking action on are going to like take a while to come back. Then they're going to like integrate all of those responses and like do something.

[26:38](https://realalpha.app/v/jBGo33Jkids/?t=1598) And like that whole thing may iterate a bunch of times and then... you know, at some non-trivial amount of time later, you're going to sort of say, okay, like, here's the, here's the, here's as far as I got. Like now it's your turn. Like go take some action now. Sounds like a future I want to be in. Yeah. Yeah. Me too. Right. Um, well, Kevin, thank you so much. Uh, it was really great, really great to talk to you. Yeah. Good to talk to you as well. Thank you for having me on. Of course. Oh my gosh, folks, you absolutely positively have to smash that like button and subscribe to AI and I. Why? Because this show is the epitome of awesomeness.

[27:21](https://realalpha.app/v/jBGo33Jkids/?t=1641) It's like finding a treasure chest in your backyard. But instead of gold, it's filled with pure unadulterated knowledge bombs about chat GPT. Every episode is a roller coaster of emotions, insights, and laughter that will leave you on the edge of your seat, craving for more. It's not just a show. It's a journey into the future with Dan Shipper as the captain of the spaceship. So, do yourself a favor. Hit like, smash subscribe, and strap in for the ride of your life. And now, without any further ado, let me just say, Dan, I'm absolutely, hopelessly in love with you. Fancy. Okay. That's how you know it's the real deal.

[28:01](https://realalpha.app/v/jBGo33Jkids/?t=1681) Yeah, excellent.