Why One AI Agent Isn’t Enough (And How to Run 1,000) - CJ Avilla & Harrison Stall, Anthropic

In 1969, approximately In 1969, approximately 30 miles from here, Ken 30 miles from here, Ken 30 miles from here, Ken Thompson, uh, was sitting in Thompson, uh, was sitting in Thompson, uh, was sitting in Bell Labs, and his wife Bell Labs, and his wife Bell Labs, and his wife just got lucky just got lucky just got lucky their one-year-old, their one-year-old, their one-year-old, uh, son to uh, son to uh, son to California, so that he California, so that he California, so that he visited parents on visited parents on visited parents on month. And so he sat down. month. And so he sat down. month. And so he sat down. and said, "I have and said, "I have and said, "I have month, and I have this one month, and I have this one month, and I have this one the project I want the project I want the project I want realize. I realize. I realize. I I'm going to break it. I'm going to break it. I'm going to break it. him into pieces, and for him into pieces, and for him into pieces, and for I'm going for a week. I'm going for a week. I'm going for a week. collect the core. By collect the core. By collect the core. By I'm going for a week. I'm going for a week. I'm going for a week. assemble the editor. By assemble the editor. By assemble the editor. By I'm going for a week. I'm going for a week. I'm going for a week. assemble the assembler. AND assemble the assembler. AND assemble the assembler. AND then, uh, you know, for then, uh, you know, for then, uh, you know, for I'm going for a week. I'm going for a week. I'm going for a week. to collect, uh, another one to collect, uh, another one to collect, uh, another one thing". And at the end of that thing". And at the end of that thing". And at the end of that He had a month, uh- He had a month, uh- uh, Unix. OK? So, what uh, Unix. OK? So, what uh, Unix. OK? So, what the beauty in this the beauty in this the beauty in this the process that took place the process that took place the process that took place Ken Thompson, that's it. Ken Thompson, that's it. that he had what that he had what that he had what is called is called is called conceptual conceptual conceptual integrity. And this integrity. And this integrity. And this means that one means that one means that one a person can hold a person can hold a person can hold the whole project in its entirety the whole project in its entirety the whole project in its entirety to the head and to execute to the head and to execute to the head and to execute his entire project from his entire project from his entire project from from beginning to end. from beginning to end. from beginning to end. So, there is another one So, there is another one So, there is another one operating system, operating system, operating system, which, um, um, demanded which, um, um, demanded which, um, um, demanded enormous effort, and enormous effort, and enormous effort, and this also happened this also happened this also happened in the 60s and early 70s in the 60s and early 70s in the 60s and early 70s years at IBM when they years at IBM when they years at IBM when they tried to create tried to create tried to create System/360 and OS/360. And this System/360 and OS/360. And this System/360 and OS/360. And this there was a task where there was a task where there was a task where before, for before, for before, for IBM computers, if IBM computers, if IBM computers, if you wanted to update you wanted to update you wanted to update your computer, your computer, your computer, every time you every time you every time you updated the actual updated the actual updated the actual equipment, you equipment, you equipment, you had to had to had to rewrite everything rewrite everything rewrite everything software software software provision that provision that provision that supplied with supplied with supplied with him. And that's why OS/360 was him. And that's why OS/360 was him. And that's why OS/360 was this large-scale this large-scale this large-scale task where they task where they task where they really did really did really did bet on the company, and bet on the company, and bet on the company, and they hired a lot they hired a lot they hired a lot engineers, and they engineers, and they engineers, and they sat down, just a little sat down, just a little sat down, just a little counted and said counted and said : "Okay, this will take : "Okay, this will take : "Okay, this will take about 5000 people about 5000 people years. So let's

years. So let's years. So let's we will hire and involve we will hire and involve we will hire and involve to this project to to this project to to this project to 1000 engineers and 1000 engineers and 1000 engineers and let's see if let's see if let's see if can we do this can we do this can we do this in a short period of time in a short period of time in a short period of time time". And from this time". And from this time". And from this the project resulted the project resulted the project resulted many lessons. Fred many lessons. Fred many lessons. Fred Brooks was one of Brooks was one of Brooks was one of project managers, project managers, project managers, he went and said he went and said he went and said something like: " something like: " Okay, we found out. Okay, we found out. Okay, we found out. a bunch of everything. Let's a bunch of everything. Let's a bunch of everything. Let's "Let's write this down." So he "Let's write this down." So he "Let's write this down." So he wrote it down in a book wrote it down in a book wrote it down in a book titled "Mythical titled "Mythical titled "Mythical "man-moon." So "man-moon." So "man-moon." So this is very popular this is very popular this is very popular book. And this is a pile book. And this is a pile book. And this is a pile organizational organizational organizational lessons and lessons and lessons and management lessons management lessons management lessons about how to create and about how to create and about how to create and implement this implement this implement this truly massive truly massive truly massive project in OS/360. One of project in OS/360. One of project in OS/360. One of main conclusions main conclusions main conclusions was what really was what really was what really effective way effective way effective way team organization team organization —it's something like —it's something like —it's something like surgical team, surgical team, surgical team, where you have one leader where you have one leader where you have one leader or one boss, and or one boss, and or one boss, and they are surrounded by 10 they are surrounded by 10 they are surrounded by 10 experts. So, in experts. So, in experts. So, in you might be, you know, you might be, you know, you might be, you know, surgeon, and then they surgeon, and then they surgeon, and then they there is, you know, a lawyer from there is, you know, a lawyer from there is, you know, a lawyer from languages, and they have languages, and they have languages, and they have assistant, and they have assistant, and they have assistant, and they have co-pilot; and then co-pilot; and then co-pilot; and then all these people have all these people have all these people have their specializations, their specializations, their specializations, but the surgeon, after all, but the surgeon, after all, but the surgeon, after all, keeps everything in his head, and keeps everything in his head, and keeps everything in his head, and he can he can he can to support this to support this to support this conceptual conceptual conceptual integrity. And this integrity. And this integrity. And this great, and you can great, and you can great, and you can to work miracles. Surgeons to work miracles. Surgeons to work miracles. Surgeons they do it all the time they do it all the time they do it all the time this small one this small one this small one team. But we team. But we team. But we we also want to take we also want to take we also want to take the same structure and the same structure and the same structure and significantly expand it.

significantly expand it. significantly expand it. Let's move forward, Let's move forward, Let's move forward, literally a month literally a month literally a month a couple of months ago a couple of months ago a couple of months ago because when we because when we because when we saw the release of Linux 7.2. saw the release of Linux 7.2. saw the release of Linux 7.2. So, this is another one So, this is another one So, this is another one operating room project operating room project operating room project systems. It lasted systems. It lasted systems. It lasted nine weeks, and we nine weeks, and we nine weeks, and we received contributions from received contributions from received contributions from 2600 different 2600 different 2600 different developers from 300 developers from 300 developers from 300 different companies. AND different companies. AND different companies. AND It all started wrong. It all started wrong. . Actual contribution to . Actual contribution to . Actual contribution to Linux didn't start out like this, Linux didn't start out like this, Linux didn't start out like this, but we seem to have developed but we seem to have developed but we seem to have developed the way we the way we the way we we can make our own we can make our own we can make our own contribution to Linux, in this contribution to Linux, in this contribution to Linux, in this structure. So, if structure. So, if structure. So, if you will look at you will look at you will look at kernel mailing list kernel mailing list kernel mailing list since 1998, you will see since 1998, you will see that Linus actually that Linus actually that Linus actually had a certain nervousness had a certain nervousness had a certain nervousness failure. He received failure. He received failure. He received patches from people, they patches from people, they patches from people, they as if they were sending him as if they were sending him as if they were sending him emails, and emails, and emails, and then, you know, they said then, you know, they said then, you know, they said something like: "I something like: "I something like: "I I sent you three times. I sent you three times. I sent you three times. your patch. Why don't you your patch. Why don't you your patch. Why don't you sent this, you know, sent this, you know, sent this, you know, "To the core or somewhere else?" "To the core or somewhere else?" "To the core or somewhere else?" And he says, “That’s it. And he says, “That’s it. And he says, “That’s it. I'm going on vacation. Not I'm going on vacation. Not I'm going on vacation. Not I want to hear this. I want to hear this. I want to hear this. Get out of my house. Get out of my house. Get out of my house. mailbox." AND mailbox." AND , you know, he achieved , you know, he achieved , you know, he achieved its breaking point. And I its breaking point. And I its breaking point. And I I think that many of I think that many of I think that many of us who are now in charge us who are now in charge us who are now in charge and manages many and manages many and manages many agents, can start agents, can start agents, can start feel it feel it feel it feeling of narrowness feeling of narrowness feeling of narrowness places and points of breakage, places and points of breakage, places and points of breakage, because we have a lot because we have a lot because we have a lot agents who contribute agents who contribute agents who contribute lots and lots of PR, and we lots and lots of PR, and we lots and lots of PR, and we sitting there, you know, in sitting there, you know, in sitting there, you know, in our GitHub, our GitHub, our GitHub, trying trying trying approve PR and approve PR and approve PR and make sure that everything make sure that everything make sure that everything works properly works properly works properly in a way. And only because in a way. And only because in a way. And only because a couple of years we a couple of years we real real real changed. But changed. But changed. But actually next actually next actually next the day after the day after the day after Linus posted this, Linus posted this, Linus posted this, like: "I'm done, I like: "I'm done, I like: "I'm done, I I'm going on vacation."

I'm going on vacation." I'm going on vacation." another person another person another person published this, and published this, and published this, and Larry McVoy said: Larry McVoy said: Larry McVoy said: "The problem is that "The problem is that "The problem is that Linus is not Linus is not Linus is not "is scalable." AND "is scalable." AND "is scalable." AND Larry is also a little Larry is also a little Larry is also a little self-promotional and self-promotional and self-promotional and said: "I have an idea said: "I have an idea . How about we . How about we . How about we used control used control used control versions? And he is something on versions? And he is something on versions? And he is something on like a promotion like a promotion like a promotion this commercial this commercial this commercial product. Uh, and product. Uh, and product. Uh, and actually only because actually only because actually only because four years, four years, four years, around 2002, around 2002, around 2002, Linus said something in Linus said something in Linus said something in like: "Okay, like: "Okay, like: "Okay, You know what? This is true. You know what? This is true. You know what? This is true. I don't scale. AND I don't scale. AND I don't scale. AND instead of, uh, instead of, uh, instead of, uh, to work like a star to work like a star to work like a star structure where everyone structure where everyone structure where everyone makes a direct contribution makes a direct contribution makes a direct contribution I have, we need I have, we need I have, we need work more like work more like work more like network where we have these network where we have these network where we have these levels of trust, and people levels of trust, and people levels of trust, and people can send can send can send contributions to trustees contributions to trustees contributions to trustees developers who developers who developers who will check this will check this will check this code. And then there will be code. And then there will be code. And then there will be only these were found only these were found only these were found exceptional cases. THERE ARE- exceptional cases. THERE ARE- uh, but Linus still uh, but Linus still uh, but Linus still could be the one who, uh could be the one who, uh , in the end, , in the end, , in the end, undertakes undertakes undertakes to do the main thing to do the main thing to do the main thing project". On the left you project". On the left you project". On the left you you will see that the star you will see that the star you will see that the star the structure has the structure has the structure has about 36 different about 36 different about 36 different participants who participants who participants who are making their contribution. are making their contribution. are making their contribution. On the right we On the right we On the right we we find ourselves in this we find ourselves in this we find ourselves in this a good structure, where a good structure, where a good structure, where at each level only at each level only at each level only maximum four maximum four maximum four people who people who people who report these report these report these changes. Uh, in San- changes. Uh, in San- Francisco, uh, if only Francisco, uh, if only Francisco, uh, if only if you were an AI Engineer, you would if you were an AI Engineer, you would if you were an AI Engineer, you would heard from Tarek and heard from Tarek and heard from Tarek and Gary. And the message Gary. And the message Gary. And the message was like this: "We have was like this: "We have was like this: "We have Fable. This is really Fable. This is really Fable. This is really exciting, and it's time to be exciting, and it's time to be exciting, and it's time to be unreasonable. Time to be unreasonable. Time to be unreasonable. Time to be more ambitious and more ambitious and more ambitious and create bigger ones create bigger ones create bigger ones things." And Gary said things." And Gary said things." And Gary said you know it's time to boil you know it's time to boil you know it's time to boil ocean. And here we have these ocean. And here we have these ocean. And here we have these very, very powerful very, very powerful very, very powerful models. And we are happy.

models. And we are happy. models. And we are happy. a little today a little today a little today to talk about how to talk about how to talk about how we can we can we can orchestrate these orchestrate these orchestrate these models in, er, systems, models in, er, systems, models in, er, systems, which can which can which can cooperate with one another cooperate with one another cooperate with one another one for creation one for creation one for creation really, really really, really really, really large-scale, uh, large-scale, uh, large-scale, uh, projects and projects and projects and solving even bigger solving even bigger solving even bigger problems. So, I am Si. problems. So, I am Si. problems. So, I am Si. Jay Avilla. I am a member Jay Avilla. I am a member Jay Avilla. I am a member technical staff technical staff technical staff Anthropic, and this Anthropic, and this Harrison, and me too Harrison, and me too technical member technical member technical member Anthropic staff. AND Anthropic staff. AND Anthropic staff. AND Good morning everyone. Good morning everyone. Good morning everyone. How are you doing? How are you doing? How are you doing? Excited? Perfectly. Excited? Perfectly. Excited? Perfectly. Lots of energy. Lots of energy. Lots of energy. Lots of energy. Hooray. THERE ARE Lots of energy. Hooray. THERE ARE -there are. Good. Well, -there are. Good. Well, -there are. Good. Well, because we because we because we Let's start, uh, just Let's start, uh, just Let's start, uh, just I want to be brief. I want to be brief. I want to be brief. to introduce you to to introduce you to to introduce you to How will this go? How will this go? How will this go? session. Uh, that will be it. session. Uh, that will be it. session. Uh, that will be it. something like something like something like stories about what stories about what stories about what generally such agents, generally such agents, generally such agents, led by Claude, and led by Claude, and led by Claude, and What are we going to talk about? What are we going to talk about? What are we going to talk about? speak, speak, speak, for example, about the whole for example, about the whole for example, about the whole this multi-agent, eh this multi-agent, eh -e, mechanism -e, mechanism -e, mechanism orchestration, which we, orchestration, which we, orchestration, which we, uh, let's explain a little. THERE ARE- uh, let's explain a little. THERE ARE- oh, that will be too oh, that will be too oh, that will be too partly practical partly practical partly practical seminar, so, uh, seminar, so, uh, seminar, so, uh, laptops outside. laptops outside. laptops outside. Later on the slide Later on the slide Later on the slide there will be mentions of there will be mentions of there will be mentions of developers, so you developers, so you developers, so you you will be able you will be able you will be able to experiment. to experiment. to experiment. Try it now Try it now Try it now some of these functions, some of these functions, some of these functions, which we are looking forward to which we are looking forward to which we are looking forward to We are waiting for the release.

We are waiting for the release. We are waiting for the release. But before that we, um, But before that we, um, But before that we, um, hmm, we are a little hmm, we are a little hmm, we are a little Let us tell you about Let us tell you about Let us tell you about What is happening here? What is happening here? So, on Friday we So, on Friday we We are happy to announce in We are happy to announce in We are happy to announce in within the product under within the product under within the product under called "Managed" called "Managed" called "Managed" "Agents Claude", which "Agents Claude", which "Agents Claude", which Anthropic releases or Anthropic releases or Anthropic releases or releases in April, releases in April, releases in April, what we support what we support what we support new function under new function under new function under called "streams". called "streams". Streams are, in essence, Streams are, in essence, next version next version next version orchestration of several orchestration of several orchestration of several agents where you can agents where you can agents where you can allow Claude allow Claude allow Claude to completely control to completely control to completely control with your own with your own with your own topology of several topology of several topology of several agents. So, how CJ agents. So, how CJ agents. So, how CJ just talked about these just talked about these just talked about these really difficult really difficult really difficult interconnected interconnected interconnected networks that networks that networks that respond respond respond organizations in organizations in organizations in in the real world, we in the real world, we in the real world, we we assume that in we assume that in we assume that in future Claude future Claude future Claude will be able to do it on their own will be able to do it on their own will be able to do it on their own to control oneself, or not to control oneself, or not to control oneself, or not Yes? And the streams are Yes? And the streams are Yes? And the streams are the way we the way we the way we we do this on our APIs- we do this on our APIs- surfaces. So, first surfaces. So, first surfaces. So, first than we will delve into than we will delve into than we will delve into API surface and, API surface and, API surface and, in particular, in the experience itself, in particular, in the experience itself, in particular, in the experience itself, many of you, many of you, many of you, probably familiar with probably familiar with probably familiar with dynamic workers dynamic workers dynamic workers processes in Claude's code. processes in Claude's code. processes in Claude's code. You type: "Hey, Claude You type: "Hey, Claude , do X, Y, and Z. , do X, Y, and Z. , do X, Y, and Z. Use the ultracode Use the ultracode ". He's promoting it as ". He's promoting it as ". He's promoting it as quite complicated quite complicated quite complicated network of agents. He network of agents. He network of agents. He completely myself completely myself completely myself orchestrates. He orchestrates. He orchestrates. He uses very uses very uses very interesting JavaScript engine interesting JavaScript engine interesting JavaScript engine under the hood to under the hood to under the hood to support, support, support, for example, actions with for example, actions with for example, actions with reduced number reduced number reduced number questions on the map questions on the map questions on the map deep in Claude's code. AND deep in Claude's code. AND deep in Claude's code. AND we know what happened we know what happened we know what happened very popular very popular very popular product, for example, product, for example, product, for example, to enter text in to enter text in to enter text in terminal and terminal and terminal and using it in using it in using it in real time. Therefore, real time. Therefore, real time. Therefore, There is a bunch on the slide.

There is a bunch on the slide. There is a bunch on the slide. examples, but, um, examples, but, um, examples, but, um, the idea is that the idea is that the idea is that that instead of that instead of that instead of literally literally literally stretch this stretch this stretch this classification act classification act classification act or branch out and or branch out and or branch out and synthesize style synthesize style synthesize style competitive examination competitive examination , um, topology, where you , um, topology, where you , um, topology, where you you say: "This is an agent you say: "This is an agent you say: "This is an agent one, and he does it, one, and he does it, one, and he does it, and this is agent two, and and this is agent two, and and this is agent two, and waiting for the agent waiting for the agent waiting for the agent one will perform some one will perform some one will perform some actions, and so on." Ahem, actions, and so on." Ahem, actions, and so on." Ahem, you can literally you can literally you can literally just say Claude just say Claude just say Claude use use use ultracode for ultracode for ultracode for achieving your achieving your achieving your goals, right? And Claude goals, right? And Claude goals, right? And Claude we will just know, we will just know, we will just know, based on based on based on training models, which training models, which training models, which we spent we spent we spent internally, and in general internally, and in general , on their own , on their own , on their own opportunities, such as opportunities, such as opportunities, such as effectively effectively effectively to organize oneself, to organize oneself, to organize oneself, to do everything to do everything to do everything more difficult work. So more difficult work. So more difficult work. So we think it's like we think it's like we think it's like idea of ​​how we idea of ​​how we idea of ​​how we we are going to decide we are going to decide we are going to decide some of some of some of the most difficult, on the most difficult, on the most difficult, on in our opinion, problems in our opinion, problems in our opinion, problems humanity, humanity, humanity, using the full using the full using the full agent agent agent automation. So this is automation. So this is automation. So this is like, I don't know, I like, I don't know, I like, I don't know, I I'm definitely bored with this. I'm definitely bored with this. I'm definitely bored with this. reason, but I do, reason, but I do, reason, but I do, so excited so excited so excited the direction in which it the direction in which it the direction in which it moving. What really moving. What really moving. What really cool in dynamic cool in dynamic cool in dynamic work processes and work processes and work processes and in general in general in general use use use multi-agent multi-agent multi-agent topologies, not just topologies, not just topologies, not just one agent, so it is one agent, so it is one agent, so it is that one agent that one agent that one agent much faster much faster much faster fails with fails with fails with much less much less much less ambitious tasks ambitious tasks . That is, you know, . That is, you know, . That is, you know, manually measured manually measured manually measured numbers, right? One numbers, right? One numbers, right? One The agent works for an hour.

The agent works for an hour. The agent works for an hour. Coordinator and Coordinator and Coordinator and list that is ours list that is ours list that is ours first pass in first pass in first pass in multi-agent multi-agent multi-agent system where we had system where we had system where we had the only one the only one the only one coordinator who had coordinator who had coordinator who had only one level only one level only one level agents under him, which agents under him, which agents under him, which could perform very could perform very could perform very specific tasks, specific tasks, specific tasks, that is, could work that is, could work that is, could work a little longer. But a little longer. But a little longer. But dynamic workers dynamic workers dynamic workers processes, we believe, processes, we believe, processes, we believe, what is the key to what is the key to what is the key to solution really solution really solution really complex problems that complex problems that complex problems that allows you to create allows you to create allows you to create arbitrarily complex arbitrarily complex arbitrarily complex nested sets nested sets nested sets agents who work agents who work agents who work in parallel and in parallel and in parallel and interact with each other interact with each other interact with each other one. So we one. So we one. So we spent a lot spent a lot spent a lot time to talk to time to talk to time to talk to by our users by our users . And I am also very happy. . And I am also very happy. . And I am also very happy. talk to everyone talk to everyone talk to everyone you today, because you today, because you today, because I think some of you I think some of you I think some of you also have hot also have hot also have hot views on the latest views on the latest views on the latest industry news. And we industry news. And we industry news. And we heard a lot in common heard a lot in common heard a lot in common topic. So, first of all, you topic. So, first of all, you topic. So, first of all, you do some do some do some crazy things, crazy things, crazy things, creating your own creating your own creating your own multi-agent multi-agent multi-agent systems, right? IN systems, right? IN systems, right? IN You are incredible. You are incredible. You are incredible. complex systems that complex systems that complex systems that you create to you create to you create to solve some of those solve some of those solve some of those the problems we are talking about the problems we are talking about the problems we are talking about only spoke only spoke only spoke a second ago with one a second ago with one a second ago with one agent. So, you agent. So, you agent. So, you manually configure manually configure manually configure multi-agent multi-agent multi-agent orchestration. You orchestration. You orchestration. You have to process have to process have to process restarts restarts restarts containers, or not containers, or not containers, or not Yes? What to do if Yes? What to do if Yes? What to do if one of your agents one of your agents one of your agents One in a hundred will die, you know, One in a hundred will die, you know, One in a hundred will die, you know, in about two in about two in about two hours after start hours after start hours after start task. How are you?

task. How are you? task. How are you? actually continue actually continue actually continue from the place where from the place where from the place where Did this agent stop? Did this agent stop? Did this agent stop? Make sure you Make sure you Make sure you understand the general understand the general understand the general state of the entire topology state of the entire topology state of the entire topology etc. And this is often very etc. And this is often very etc. And this is often very non-trivial. Except non-trivial. Except non-trivial. Except moreover, we have this moreover, we have this moreover, we have this the lower left point on the lower left point on the lower left point on slide, essentially, as slide, essentially, as slide, essentially, as one agent must one agent must one agent must to track, to track, to track, for example, 60 agents for example, 60 agents for example, 60 agents under it. And, as I said under it. And, as I said under it. And, as I said CD, Linus is not CD, Linus is not CD, Linus is not is scaled so that is scaled so that is scaled so that you know, he you know, he you know, he unbelievable unbelievable unbelievable coordinator, but, on coordinator, but, on coordinator, but, on Unfortunately, there is a certain Unfortunately, there is a certain Unfortunately, there is a certain restrictions on restrictions on restrictions on how much is one agent, how much is one agent, how much is one agent, who I am can hold who I am can hold who I am can hold in the head. And lastly, in the head. And lastly, in the head. And lastly, but no less important, but no less important, but no less important, you need you need you need to find out how in general to find out how in general to find out how in general check the graph check the graph check the graph agents you agents you agents you created. Is it necessary? created. Is it necessary? created. Is it necessary? you poke at everyone you poke at everyone you poke at everyone a node of the graph and ask, a node of the graph and ask, a node of the graph and ask, where is it located in where is it located in where is it located in process? Are you process? Are you process? Are you you miss everything you miss everything you miss everything through a coordinator? through a coordinator? through a coordinator? Generally speaking, how Generally speaking, how Generally speaking, how understand the state of the graph understand the state of the graph understand the state of the graph at any time at any time at any time process? We have already heard process? We have already heard process? We have already heard this is from people who this is from people who this is from people who use Cloud Code use Cloud Code , isn't it? And ours , isn't it? And ours , isn't it? And ours first versions of their own first versions of their own first versions of their own APIs too. I don't remember: APIs too. I don't remember: APIs too. I don't remember: there was a meme that when there was a meme that when , it seems that it was , it seems that it was , it seems that it was after Opus 45, when after Opus 45, when after Opus 45, when models really models really models really flew away, and this flew away, and this flew away, and this the opportunity made the opportunity made the opportunity made autonomous coding autonomous coding autonomous coding so powerful when so powerful when so powerful when people walked with a little people walked with a little people walked with a little open open open laptops so that their laptops so that their laptops so that their Claude's code is not dead, and Claude's code is not dead, and Claude's code is not dead, and convinced that convinced that convinced that their agents still their agents still their agents still are working. It's like people in are working. It's like people in are working. It's like people in park click " park click " like", "approve", " like", "approve", " approve", "approve", approve", "approve", approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve", "approve". And we "approve". And we "approve". And we we think that this is very we think that this is very we think that this is very limiting, isn't it? It

limiting, isn't it? It limiting, isn't it? It means that if we means that if we means that if we we want to decide we want to decide we want to decide really difficult really difficult really difficult problems such as problems such as problems such as problems at the level problems at the level problems at the level society, it society, it society, it just not just not just not will scale will scale will scale for our ambitions. for our ambitions. for our ambitions. So let's move on to So let's move on to So let's move on to agents managed agents managed agents managed Claude, and before we Claude, and before we Claude, and before we built this complex built this complex built this complex multi-agent multi-agent multi-agent topology in our topology in our topology in our own ecosystem. own ecosystem. own ecosystem. So I understand that So I understand that So I understand that many of you in this many of you in this many of you in this the room, probably the room, probably the room, probably actually, let me actually, let me actually, let me I have to ask, I have to ask, I have to ask, How many of you have heard? How many of you have heard? How many of you have heard? about agents, about agents, about agents, managed by Claude? Wow, this managed by Claude? Wow, this managed by Claude? Wow, this actually quite actually quite actually quite solidly. This is approximately solidly. This is approximately solidly. This is approximately 50% of the room. Those of you who 50% of the room. Those of you who 50% of the room. Those of you who who really hasn't heard, who really hasn't heard, who really hasn't heard, must check must check must check it. This is also all about it. This is also all about it. This is also all about what I think about every day what I think about every day what I think about every day of his life, in fact of his life, in fact of his life, in fact during the last during the last during the last a year or so ago. a year or so ago. a year or so ago. But this is, in essence, But this is, in essence, But this is, in essence, API surface, which API surface, which API surface, which allows Anthropic allows Anthropic allows Anthropic to manage life to manage life to manage life agent cycle. Therefore, agent cycle. Therefore, agent cycle. Therefore, you define the agent, you define the agent, you define the agent, this is essentially a list this is essentially a list this is essentially a list skills, skills, skills, tools, MCP- tools, MCP- servers, etc. You servers, etc. You servers, etc. You create an instance create an instance create an instance this agent within this agent within this agent within session, which is a request, session, which is a request, session, which is a request, in essence, to fulfill in essence, to fulfill in essence, to fulfill real work. AND real work. AND real work. AND then this agent then this agent then this agent just starting just starting just starting and starts and and starts and and starts and prepares on the basis of prepares on the basis of prepares on the basis of what is he trying to do what is he trying to do what is he trying to do perform. So, we have perform. So, we have perform. So, we have there is a whole API surface, there is a whole API surface, there is a whole API surface, which allows which allows which allows to preserve these resources to preserve these resources to preserve these resources API with retention API with retention API with retention I will, and then I will, and then I will, and then control everything in control everything in control everything in real-time real-time real-time time through reliable time through reliable time through reliable event log. So yes, event log. So yes, event log. So yes, check, agents, check, agents, check, agents, managed by Claude, and for managed by Claude, and for managed by Claude, and for What are we here for, of course?

What are we here for, of course? What are we here for, of course? to talk to you to talk to you to talk to you about this. Hmm, but, about this. Hmm, but, about this. Hmm, but, It seems like we are in May. It seems like we are in May. It seems like we are in May. released what we released what we released what we called called called multiagent V1, yes multiagent V1, yes ? And this is where it is needed ? And this is where it is needed ? And this is where it is needed identify each of identify each of identify each of sub-agents, which sub-agents, which sub-agents, which can run your can run your can run your main agent. AND main agent. AND main agent. AND then you need then you need then you need to listen, to to listen, to to listen, to essentially, everything that we essentially, everything that we essentially, everything that we we call streams, we call streams, we call streams, which he is working on which he is working on which he is working on each of these agents, each of these agents, each of these agents, Yes? So, this is very Yes? So, this is very Yes? So, this is very looks like an operating room looks like an operating room looks like an operating room system, right? Where are you? system, right? Where are you? system, right? Where are you? there is a general process, there is a general process, there is a general process, which has different streams which has different streams . Each of these streams . Each of these streams . Each of these streams has its own has its own has its own context. Um, there is a certain context. Um, there is a certain context. Um, there is a certain a condition that is common a condition that is common a condition that is common between them, but between them, but between them, but usually for the purpose of usually for the purpose of usually for the purpose of to work together to work together to work together use state use state , you need, for example, , you need, for example, , you need, for example, manage manage manage messages that messages that messages that are sent there- are sent there- here among all here among all here among all streams. The essence of it all streams. The essence of it all streams. The essence of it all this is that, this is that, this is that, that, um, that wasn't that, um, that wasn't that, um, that wasn't the simplest the simplest the simplest settings, though settings, though settings, though our API is our API is our API is supports. Hmm, but supports. Hmm, but supports. Hmm, but let's move to let's move to let's move to last Friday, um, last Friday, um, last Friday, um, when we released this when we released this when we released this a new thing called a new thing called a new thing called dynamic workers dynamic workers dynamic workers processes in the cloud processes in the cloud processes in the cloud management agents, and management agents, and management agents, and we believe that this we believe that this we believe that this much easier and much easier and much easier and possible to get possible to get possible to get power from these power from these power from these increasingly powerful increasingly powerful increasingly powerful models very simple models very simple models very simple way. Therefore, way. Therefore, way. Therefore, working principle working principle working principle is that in is that in is that in you are a lead agent you are a lead agent , which is essentially , which is essentially , which is essentially is responsible for is responsible for is responsible for creating a plan creating a plan creating a plan task completion.

task completion. task completion. For example, For example, For example, move mine move mine move mine million line million line million line monorepository with monorepository with monorepository with Python on Rust. This agent Python on Rust. This agent Python on Rust. This agent can promote his/her can promote his/her can promote his/her plan. As soon as this plan. As soon as this plan. As soon as this the agent will promote the agent will promote the agent will promote his plan, he his plan, he his plan, he automatically automatically automatically will unfold to will unfold to will unfold to own set own set own set agents he agents he agents he will spin on the basis of will spin on the basis of will spin on the basis of own own rationality or rationality or opportunities, and on opportunities, and on opportunities, and on several different several different several different stages stages stages multi-agent multi-agent multi-agent orchestration he orchestration he orchestration he capable of performing capable of performing capable of performing individual verified individual verified individual verified units of work without units of work without units of work without necessity necessity necessity manage any manage any manage any relationships between relationships between relationships between these things. So, according to these things. So, according to these things. So, according to essentially, it could be like essentially, it could be like essentially, it could be like first stage, first stage, first stage, for example, reading for example, reading for example, reading files, and he files, and he files, and he starts a bunch starts a bunch starts a bunch research agents, research agents, research agents, so that they go and so that they go and so that they go and did it. Second did it. Second did it. Second stage, maybe I'm not stage, maybe I'm not stage, maybe I'm not I know, identification I know, identification I know, identification something in these files. something in these files. something in these files. It is obvious that agents It is obvious that agents It is obvious that agents much smarter much smarter much smarter for me these days and for me these days and for me these days and would come up with a better one would come up with a better one would come up with a better one plan than I could plan than I could plan than I could to come up with on the spot. to come up with on the spot. to come up with on the spot. Um, but then, eventually Um, but then, eventually , um, we think that , um, we think that , um, we think that this is, in fact, the way to this is, in fact, the way to this is, in fact, the way to performance indeed, performance indeed, performance indeed, really, really really, really really, really hard work on hard work on hard work on platform via API- platform via API- interface. So, if interface. So, if interface. So, if you want to embed you want to embed you want to embed such in their products, such in their products, such in their products, it's really simple it's really simple it's really simple way to do it, way to do it, way to do it, without need without need without need reopen Cloud reopen Cloud reopen Cloud Code, and I don't know, Code, and I don't know, Code, and I don't know, connect it to connect it to connect it to your own systems.

your own systems. your own systems. So, while these So, while these So, while these dynamic workers dynamic workers dynamic workers processes are executed, processes are executed, processes are executed, very simple, first of all very simple, first of all very simple, first of all everything, watch for everything, watch for everything, watch for what is happening what is happening what is happening in real time in real time in real time time. There is one stream. time. There is one stream. time. There is one stream. events, which actually events, which actually events, which actually shows you everything that shows you everything that shows you everything that do agents in do agents in do agents in real-time real-time real-time time. You can time. You can time. You can check agent for check agent for check agent for agent, what events agent, what events agent, what events taking place in taking place in taking place in real-time real-time real-time time. In addition, we time. In addition, we time. In addition, we we know that hunger is we know that hunger is we know that hunger is tokens is real tokens is real tokens is real problem, and you problem, and you problem, and you you can install you can install you can install budgets for their sessions budgets for their sessions budgets for their sessions before their launch, before their launch, before their launch, so that it doesn't actually so that it doesn't actually so that it doesn't actually burn a significant amount burn a significant amount burn a significant amount number of tokens. AND number of tokens. AND number of tokens. AND then, if you, then, if you, then, if you, let's say you have let's say you have let's say you have system that is in mode system that is in mode system that is in mode real time real time real time tracks actions tracks actions tracks actions agents, and you are not very agents, and you are not very agents, and you are not very worries about the direction worries about the direction worries about the direction their work, or you their work, or you their work, or you want to manage them want to manage them want to manage them in real time in real time in real time time, then you can time, then you can time, then you can do it, just do it do it, just do it do it, just do it stopping them, stopping them, stopping them, interrupting through interrupting through interrupting through our API surface. So, our API surface. So, our API surface. So, compared to Cloud Code, I compared to Cloud Code, I compared to Cloud Code, I I understand that this can I understand that this can I understand that this can to be a little confused, to be a little confused, to be a little confused, because both because both because both workflows are workflows are workflows are work processes, work processes, work processes, isn't that right? But isn't that right? But isn't that right? But today we are talking today we are talking today we are talking about these workflows about these workflows about these workflows within Cloud Managed Agents. within Cloud Managed Agents. within Cloud Managed Agents. So, we are API- So, we are API- the surface you the surface you the surface you should be able to should be able to should be able to integrate into one's own integrate into one's own integrate into one's own application surfaces, application surfaces, application surfaces, internal processes internal processes internal processes or anything else that or anything else that or anything else that you didn't want to, or where you didn't want to, or where you didn't want to, or where wouldn't you like that wouldn't you like that wouldn't you like that integrate Cloud into your integrate Cloud into your integrate Cloud into your systems. You don't systems. You don't systems. You don't need to print in need to print in need to print in terminals or terminals or terminals or interact with interact with interact with device in mode device in mode device in mode real time.

real time. real time. Maybe you want Maybe you want Maybe you want connect it to CI, connect it to CI, connect it to CI, isn't that right? This is simple isn't that right? This is simple isn't that right? This is simple way to do it. way to do it. way to do it. So, in our So, in our So, in our comparative table comparative table comparative table I would like to highlight I would like to highlight I would like to highlight what we see what we see what we see many users, many users, many users, which use, which use, which use, for example, launching these for example, launching these for example, launching these things on schedule, things on schedule, things on schedule, listening listening listening webhooks. GitHub example webhooks. GitHub example —it's pretty classic —it's pretty classic —it's pretty classic example, for example, example, for example, example, for example, maybe you want maybe you want maybe you want create a working one create a working one create a working one search process search process search process mistakes, right? We mistakes, right? We mistakes, right? We let's talk about it let's talk about it let's talk about it a little later. Yes, I am. a little later. Yes, I am. a little later. Yes, I am. I think that this is probably I think that this is probably I think that this is probably what I want here what I want here what I want here to share. So, with to share. So, with to share. So, with In view of this, let's In view of this, let's In view of this, let's let's start one of these let's start one of these let's start one of these things. Hmm, enough of mine. things. Hmm, enough of mine. things. Hmm, enough of mine. chatter. Let's, chatter. Let's, chatter. Let's, uh, come on uh, come on uh, come on Let's check this. That's right. Let's check this. That's right. Yes, a smooth transition. Yes, a smooth transition. Let's see. See this? Let's see. See this? ? Yes, ? Yes, ? Yes, perfectly. Okay, that's all. perfectly. Okay, that's all. perfectly. Okay, that's all. OK? Okay, I OK? Okay, I OK? Okay, I I'll do it in a bit. I'll do it in a bit. I'll do it in a bit. bigger. Um, that's why I bigger. Um, that's why I bigger. Um, that's why I I also understand that I also understand that I also understand that some of you may some of you may some of you may never before never before never before saw Cloud Console, so I saw Cloud Console, so I saw Cloud Console, so I I will just give it I will just give it I will just give it a minute to have a little a minute to have a little a minute to have a little tell about it.

tell about it. So wait with me. . In the cloud console you . In the cloud console you , as an API integrator, , as an API integrator, , as an API integrator, you can manage you can manage you can manage practically everyone practically everyone practically everyone with their resources in with their resources in with their resources in within the Anthropic API service within the Anthropic API service . So, in the console I . So, in the console I . So, in the console I I am in I am in I am in workspace for workspace for workspace for default and I see default and I see default and I see this beautiful descending this beautiful descending this beautiful descending list. I am a little list. I am a little list. I am a little I'll zoom out so that I'll zoom out so that I'll zoom out so that you could see you could see you could see left. This is not very left. This is not very left. This is not very good descending good descending good descending a list called " a list called " "agent management". "agent management". "agent management". Here are all Here are all Here are all API resources for API resources for API resources for product "management" product "management" product "management" agents." This is also agents." This is also agents." This is also the place where we will be the place where we will be the place where we will be to spend our time to spend our time to spend our time today. If you today. If you today. If you click on the quick click on the quick click on the quick start, you will see start, you will see start, you will see a whole range of workers a whole range of workers a whole range of workers processes that can be processes that can be processes that can be to launch practically to launch practically to launch practically with one click of the mouse. with one click of the mouse. But if you But if you scroll down, you scroll down, you scroll down, you you will see this beautiful you will see this beautiful you will see this beautiful small tag under small tag under small tag under called "dynamic" called "dynamic" called "dynamic" "work process". AND "work process". AND "work process". AND That's exactly what I was talking about. That's exactly what I was talking about. That's exactly what I was talking about. the last few the last few the last few minutes. Ago, minutes. Ago, minutes. Ago, because I understand, because I understand, because I understand, that there are many in the room that there are many in the room that there are many in the room people oriented people oriented people oriented on finances, we on finances, we on finances, we let's run dynamic let's run dynamic let's run dynamic workflow workflow workflow list scan list scan list scan observation of observation of observation of shares. So, you shares. So, you shares. So, you you can see that you can see that you can see that does this does this does this configuration, essentially configuration, essentially , creates an agent that , creates an agent that , creates an agent that uses Claude Opus uses Claude Opus uses Claude Opus 5.5, passing this type 5.5, passing this type 5.5, passing this type called multi-agent called multi-agent called multi-agent 2026-10-01, and then provides 2026-10-01, and then provides 2026-10-01, and then provides system request that system request that system request that essentially responsible for essentially responsible for essentially responsible for the agent himself, that is, for the agent himself, that is, for the agent himself, that is, for his person. Hmm, I don't.

his person. Hmm, I don't. his person. Hmm, I don't. I will be too I will be too I will be too to delve into this, to delve into this, to delve into this, but, in fact, for but, in fact, for but, in fact, for all yours all yours all yours this is a lesson this is a lesson this is a lesson resource creation resource creation resource creation agent "under the hood", agent "under the hood", agent "under the hood", when we press " when we press " use this use this use this template". So let's template". So let's template". So let's let's start and see, let's start and see, let's start and see, How will it go? Hmm, first, How will it go? Hmm, first, How will it go? Hmm, first, what will be needed what will be needed what will be needed to your agent to to your agent to to your agent to to do something in to do something in to do something in in the real world, it in the real world, it in the real world, it environment, right? environment, right? environment, right? This is a computer on which This is a computer on which , in fact, Claude works. , in fact, Claude works. , in fact, Claude works. Um, over the last Um, over the last , oh my God, , oh my God, , oh my God, about 10 or 12 about 10 or 12 about 10 or 12 months on this months on this months on this stage, we really stage, we really stage, we really wanted to...end it wanted to...end it wanted to...end it that giving Claude that giving Claude that giving Claude computer access computer access computer access makes it much, makes it much, makes it much, much, much much, much much, much more powerful overall, and more powerful overall, and more powerful overall, and setting up your setting up your setting up your environment is similar to environment is similar to environment is similar to the way you provide, uh, the way you provide, uh, the way you provide, uh, Claude has access to this Claude has access to this Claude has access to this computer. I already computer. I already computer. I already created the environment. THERE ARE created the environment. THERE ARE -uh, so I'm not going -uh, so I'm not going -uh, so I'm not going to reproduce it, to reproduce it, to reproduce it, but if I were to create but if I were to create but if I were to create new from scratch, I would new from scratch, I would new from scratch, I would just clicked this just clicked this just clicked this four buttons. But, uh- four buttons. But, uh- e, scanner environment e, scanner environment e, scanner environment watchlist watchlist watchlist for shares is for shares is for shares is the environment that I the environment that I the environment that I used under used under used under testing time testing time testing time this morning. And you this morning. And you this morning. And you you can see that I you can see that I you can see that I I can just I can just I can just press this button with press this button with press this button with with the inscription "start" with the inscription "start" with the inscription "start" session". Uh, me too session". Uh, me too session". Uh, me too interested in Apple, Nvidia, interested in Apple, Nvidia, interested in Apple, Nvidia, Amazon, JPM, XOM, COST. I am not Amazon, JPM, XOM, COST. I am not Amazon, JPM, XOM, COST. I am not I know. Something else for me I know. Something else for me I know. Something else for me should be added here? Uh, should be added here? Uh, should be added here? Uh, hmm, hmm? I don't know. I hmm, hmm? I don't know. I hmm, hmm? I don't know. I I'll leave it at that because right now I don't I'll leave it at that because right now I don't I'll leave it at that because right now I don't I feel very I feel very I feel very creative. Uh, so creative. Uh, so creative. Uh, so come on, uh, come on, uh, come on, uh, press Enter. And this press Enter. And this press Enter. And this starts a session. Exactly starts a session. Exactly starts a session. Exactly will take place here will take place here will take place here actual orchestration actual orchestration actual orchestration several agents. Hmm, I several agents. Hmm, I several agents. Hmm, I I'll get to that later.

I'll get to that later. I'll get to that later. a second. We would like a second. We would like a second. We would like to see what to see what to see what is happening. But is happening. But is happening. But generally speaking, this generally speaking, this generally speaking, this simple use simple use simple use existing primitives, existing primitives, existing primitives, which our API supports which our API supports which our API supports today in managed today in managed today in managed agents, and the transition to agents, and the transition to agents, and the transition to real performance real performance real performance work. So, let's work. So, let's work. So, let's let's go to the panel let's go to the panel let's go to the panel sessions. Here you are sessions. Here you are sessions. Here you are you can see others you can see others you can see others my work on my work on my work on platform. Hmm, and platform. Hmm, and platform. Hmm, and sorry, the scale is here sorry, the scale is here sorry, the scale is here a little strange. Hmm, but a little strange. Hmm, but a little strange. Hmm, but I am going to do I am going to do I am going to do a quick review of this, a quick review of this, a quick review of this, because again, because again, because again, I am not sure. I am not sure. I am not sure. how many people saw how many people saw how many people saw this is live in real life this is live in real life this is live in real life world. Hmm, but in this world. Hmm, but in this world. Hmm, but in this case we have our case we have our case we have our agent, this is our agent agent, this is our agent agent, this is our agent list scanner list scanner list scanner observation of observation of observation of shares. This is similar to, shares. This is similar to, shares. This is similar to, probably an analogy...I probably an analogy...I probably an analogy...I forgot the name of the last one forgot the name of the last one forgot the name of the last one the person who controls the person who controls the person who controls this whole network, but this this whole network, but this this whole network, but this man on top man on top man on top pyramids, pyramids, pyramids, CEO CEO , if you want, which one , if you want, which one , if you want, which one manages all others manages all others manages all others subordinates. Then in subordinates. Then in subordinates. Then in we have an environment, it is we have an environment, it is we have an environment, it is again again again the computer I'm talking about the computer I'm talking about the computer I'm talking about said where he works said where he works said where he works Claude, and we have a bunch Claude, and we have a bunch Claude, and we have a bunch information about what information about what information about what takes place in takes place in takes place in real-time real-time real-time time. So you can time. So you can time. So you can to see that the agent to see that the agent to see that the agent off and something off and something off and something does. This is how it is does. This is how it is does. This is how it is works. We are more detailed works. We are more detailed works. We are more detailed Let's explain what it is.

Let's explain what it is. Let's explain what it is. some of these some of these some of these abstractions, for abstractions, for abstractions, for a second, but in a second, but in a second, but in Claude mainly acts Claude mainly acts Claude mainly acts step by step, step by step, step by step, relying on one's own relying on one's own relying on one's own self-orchestration, self-orchestration, self-orchestration, using using using own own own self-defined set self-defined set self-defined set agents to step by step agents to step by step agents to step by step to reach step by step to reach step by step to reach step by step each of these goals. each of these goals. each of these goals. So you can see So you can see So you can see session flow, about session flow, about session flow, about which I said before which I said before , it's like the only one , it's like the only one , it's like the only one context window, context window, context window, single copy single copy single copy agent who agent who agent who starts starts starts in parallel. Um, yes, in parallel. Um, yes, in parallel. Um, yes, pretty cool. I...I...I pretty cool. I...I...I pretty cool. I...I...I no...I don't know. I think no...I don't know. I think no...I don't know. I think that's pretty cool that that's pretty cool that that's pretty cool that all this is happening, all this is happening, all this is happening, essentially, thanks to essentially, thanks to essentially, thanks to Claude's tips, and we Claude's tips, and we Claude's tips, and we we can go to we can go to we can go to of what was happening of what was happening of what was happening in our in our in our previous session, previous session, previous session, because he is a little because he is a little because he is a little advanced further than advanced further than advanced further than this. Um, yes, that's it, by the way. this. Um, yes, that's it, by the way. this. Um, yes, that's it, by the way. essentially, just shows essentially, just shows essentially, just shows the same as I just did the same as I just did the same as I just did showed, but all this showed, but all this showed, but all this already done, and I don't already done, and I don't already done, and I don't know...Um, I have ours know...Um, I have ours know...Um, I have ours source file, about source file, about source file, about which I am not going to which I am not going to which I am not going to to resort to to resort to to resort to details, but in details, but in details, but in basically the main thing basically the main thing basically the main thing here is what we have here is what we have here is what we have I think it was in this I think it was in this I think it was in this In this case it was only In this case it was only In this case it was only about six about six about six simultaneous agents simultaneous agents simultaneous agents or thereabouts on or thereabouts on or thereabouts on every step. Um, but every step. Um, but every step. Um, but Claude can change Claude can change Claude can change number of agents number of agents number of agents according to according to according to the complexity of the task.

the complexity of the task. the complexity of the task. Um, yes, I'm trying. Um, yes, I'm trying. Um, yes, I'm trying. to think about whether there is anything else to think about whether there is anything else what I want there what I want there what I want there to show. Um, I think, to show. Um, I think, to show. Um, I think, what is it mostly what is it mostly what is it mostly encompasses what it represents encompasses what it represents encompasses what it represents This surface itself. Um, This surface itself. Um, This surface itself. Um, but we, of course, but we, of course, but we, of course, we can, um, put we can, um, put we can, um, put a little question a little question a little question later, so that, um, later, so that, um, later, so that, um, to go a little deeper to go a little deeper to go a little deeper deeper. Could you please deeper. Could you please deeper. Could you please to go back? to go back? to go back? Yes, no, let's go. Yes, no, let's go. Yes, no, let's go. Let's do it. Ahem. Yes. Let's do it. Ahem. Yes. Another smooth one Another smooth one transition. transition. transition. Yes. So, therefore, in Yes. So, therefore, in Yes. So, therefore, in previous previous previous demonstrations, thank you, demonstrations, thank you, demonstrations, thank you, Harrison. Yes, good. Harrison. Yes, good. Harrison. Yes, good. step by step step by step step by step leadership. Hooray. Yes. leadership. Hooray. Yes. leadership. Hooray. Yes. Ahem. So, that was something Ahem. So, that was something Ahem. So, that was something like, uh, like, uh, like, uh, an example of how an example of how an example of how can be created can be created can be created prototype in the console, prototype in the console, prototype in the console, to set up your, uh, to set up your, uh, to set up your, uh, your flow, your flow, your flow, test it in test it in test it in consoles. This is very consoles. This is very consoles. This is very common way common way common way to walk, to walk, to walk, to experiment to experiment to experiment and see if the flow and see if the flow and see if the flow behaves like you behaves like you behaves like you expected. And then, expected. And then, expected. And then, when are you satisfied when are you satisfied when are you satisfied how yours works how yours works how yours works flow for any flow for any flow for any in your case in your case in your case using, using, using, usually you usually you usually you integrate this into some kind of integrate this into some kind of integrate this into some kind of part of your part of your part of your own program or own program or own program or own work own work own work process. So, is it: "Oh process. So, is it: "Oh , I really want to , I really want to , I really want to run this scanner run this scanner run this scanner watchlist watchlist watchlist on schedule so that he on schedule so that he on schedule so that he started daily or started daily or started daily or every weekday", every weekday", every weekday", you know, before you know, before you know, before opening the market, so opening the market, so opening the market, so I can plan.

I can plan. I can plan. its launch in 5 its launch in 5 its launch in 5 minutes before or minutes before or minutes before or something so that I something so that I something so that I received my report received my report received my report right in front of right in front of right in front of opening the market. Uh, opening the market. Uh, opening the market. Uh, or you can or you can or you can to want to do to want to do to want to do something that will start these something that will start these something that will start these streams or streams or streams or initiate these initiate these initiate these tasks with Slack or tasks with Slack or tasks with Slack or some other some other some other similar interface similar interface . So this is, uh, the code for . So this is, uh, the code for . So this is, uh, the code for how would you, uh, how would you, uh, how would you, uh, created an agent. Therefore created an agent. Therefore , this is how to convey this , this is how to convey this , this is how to convey this configuration for configuration for configuration for several agents to several agents to several agents to turn on turn on turn on multi-agency. AND multi-agency. AND multi-agency. AND then when you then when you then when you create your first create your first create your first event and send event and send event and send her, uh, first event her, uh, first event her, uh, first event to the lead agent, you to the lead agent, you to the lead agent, you just say: " just say: " Start the working Start the working Start the working process". And that's all that process". And that's all that process". And that's all that you need to do, you need to do, you need to do, so that the streams so that the streams so that the streams earned and earned and earned and worked. It's simple. worked. It's simple. worked. It's simple. to tell Claude: "Yes, to tell Claude: "Yes, to tell Claude: "Yes, use use use multi-agency and multi-agency and multi-agency and yes, start yes, start yes, start "work process". By "work process". By "work process". By default is default is default is the easiest way the easiest way the easiest way to start, but, uh, in to start, but, uh, in to start, but, uh, in in this example Claude in this example Claude in this example Claude will create on will create on will create on any kind of flight any kind of flight any kind of flight subagents required subagents required subagents required to perform this to perform this to perform this work. So, uh, work. So, uh, work. So, uh, also possible in also possible in also possible in agent configurations agent configurations agent configurations to transmit in advance to transmit in advance to transmit in advance tuned, uh, tuned, uh, tuned, uh, subagents. So, if subagents. So, if subagents. So, if Do you have a group?

Do you have a group? Do you have a group? subagents who subagents who subagents who know how to do it, know how to do it, know how to do it, for example, take a look for example, take a look for example, take a look on Yahoo Finance or certain on Yahoo Finance or certain on Yahoo Finance or certain news sources, or, news sources, or, news sources, or, you know, the Edgar website you know, the Edgar website you know, the Edgar website Securities Commissions Securities Commissions Securities Commissions US securities and exchanges or US securities and exchanges or US securities and exchanges or something like that. For example, something like that. For example, something like that. For example, if you have if you have if you have subagents who subagents who subagents who specialize in specialize in specialize in certain types certain types certain types activities, important activities, important activities, important for your for your for your research research research process, you too process, you too process, you too you can customize you can customize you can customize them as part them as part them as part setting up your setting up your setting up your agent. So, you agent. So, you agent. So, you you can customize you can customize you can customize individual agents who individual agents who individual agents who specialize in specialize in specialize in for some reason. One more thing, for some reason. One more thing, for some reason. One more thing, which, in my opinion, which, in my opinion, which, in my opinion, very useful at this time very useful at this time very useful at this time moment, this is what you moment, this is what you moment, this is what you you can also provide you can also provide you can also provide these agents have access to these agents have access to these agents have access to user-friendly user-friendly user-friendly skills, MCP servers. skills, MCP servers. skills, MCP servers. You can provide them You can provide them You can provide them access to launch access to launch access to launch own, uh, yes, own, uh, yes, own, uh, yes, user-friendly user-friendly user-friendly tools that tools that tools that working inside working inside working inside environment. Therefore, environment. Therefore, environment. Therefore, they are really powerful, they are really powerful, they are really powerful, and it all works together and it all works together and it all works together with streams. We are a little with streams. We are a little with streams. We are a little talked about talked about talked about environment, and you environment, and you environment, and you you can also you can also you can also run it run it run it environment environment environment on your own, as if you on your own, as if you on your own, as if you you can bring you can bring you can bring own sandboxes. You own sandboxes. You own sandboxes. You you can run this you can run this you can run this self-hosted self-hosted self-hosted environment in your own environment in your own environment in your own infrastructure, if infrastructure, if infrastructure, if you want. So, simply you want. So, simply you want. So, simply Let's go over it again, Let's go over it again, Let's go over it again, what does the scanner do what does the scanner do what does the scanner do watchlist watchlist . Usually, if you . Usually, if you . Usually, if you create a scanner create a scanner create a scanner watchlist watchlist watchlist with one agent, you with one agent, you with one agent, you you can go to Cloud Code you can go to Cloud Code you can go to Cloud Code and say: "Here it is and say: "Here it is and say: "Here it is tickers. Please, tickers. Please, tickers. Please, explore them and explore them and explore them and come back and come back and come back and "Tell me." And, um "Tell me." And, um , Claude or any , Claude or any , Claude or any another individual agent another individual agent another individual agent will try will try will try to do everything possible, to do everything possible, to do everything possible, to view to view to view each of these tickers, each of these tickers, each of these tickers, but there are several different but there are several different but there are several different things that agents deal with things that agents deal with things that agents deal with will encounter when will encounter when will encounter when it's just one agent. AND it's just one agent. AND it's just one agent. AND we will talk about these we will talk about these we will talk about these problems later and problems later and problems later and about how, um, streams

about how, um, streams about how, um, streams they are solved. But what, they are solved. But what, they are solved. But what, um, what about the streams, we um, what about the streams, we um, what about the streams, we we are going to do, we are going to do, we are going to do, so is this dividing this so is this dividing this so is this dividing this list of tickers and for list of tickers and for list of tickers and for each ticker we each ticker we each ticker we we will pass it on to the agent we will pass it on to the agent we will pass it on to the agent scanning. So, we scanning. So, we scanning. So, we we will work we will work we will work approximately at the stage approximately at the stage approximately at the stage scanning. So, we scanning. So, we scanning. So, we let's take one separate one let's take one separate one let's take one separate one ticker and transmit ticker and transmit ticker and transmit his agent his agent his agent scanning, and this scanning, and this scanning, and this isolated context isolated context , where everything that is his , where everything that is his , where everything that is his worries, it's his friend worries, it's his friend worries, it's his friend ticker, and it can ticker, and it can ticker, and it can to work without influence to work without influence to work without influence any other any other any other tickers or any tickers or any tickers or any other results other results other results search from others search from others search from others contexts. After contexts. After contexts. After completion completion completion scanning it can scanning it can scanning it can pass it on pass it on pass it on next stage. AND next stage. AND next stage. AND now, for example, now, for example, now, for example, review step also review step also review step also is separate is separate is separate isolated isolated isolated context that can context that can context that can need, or maybe need, or maybe need, or maybe not need, not need, not need, send back to send back to send back to scanner or output scanner or output scanner or output those details on the surface those details on the surface those details on the surface reports that are required reports that are required reports that are required to write down. We passed to write down. We passed to write down. We passed that's why they launched that's why they launched that's why they launched something like something like something like list scanner list scanner list scanner observation as observation as observation as a separate agent, and a separate agent, and a separate agent, and also like streams. And, um, also like streams. And, um, also like streams. And, um, in most cases, in most cases, in most cases, when you think about when you think about when you think about using threads using threads , you want to think , you want to think , you want to think something like: " something like: " Okay, I want to. Okay, I want to. Okay, I want to. make sure I have make sure I have make sure I have really, really really, really really, really a comprehensive view of a comprehensive view of a comprehensive view of this problem that I this problem that I this problem that I I'm trying to decide, and I'm trying to decide, and I'm trying to decide, and I want to go deeper.

I want to go deeper. I want to go deeper. very deep and very deep and very deep and make sure I don't make sure I don't make sure I don't I leave no stone unturned. I leave no stone unturned. I leave no stone unturned. stones, and I'm ready stones, and I'm ready stones, and I'm ready to spend money on it to spend money on it ". So, what you ". So, what you ". So, what you you will see below you will see below you will see below on the right, this is what on the right, this is what on the right, this is what starting a stream costs starting a stream costs starting a stream costs much more expensive, but much more expensive, but much more expensive, but also on average also on average also on average you will see the panel, you will see the panel, you will see the panel, that he is much that he is much that he is much more effective for more effective for more effective for searching for all the details. searching for all the details. searching for all the details. And if you And if you And if you used, used, used, you know, dynamic you know, dynamic you know, dynamic workflows, you, workflows, you, workflows, you, probably encountered probably encountered probably encountered something similar to something similar to something similar to Claude code. Yes, it is. Claude code. Yes, it is. Claude code. Yes, it is. also the possibility also the possibility also the possibility to talk about what to talk about what to talk about what when you propose when you propose when you propose Claude to create a stream, Claude to create a stream, Claude to create a stream, you can ask you can ask you can ask to use it to use it to use it various resources on various resources on various resources on different stages. So you different stages. So you different stages. So you you can say: " you can say: " Okay, I actually Okay, I actually Okay, I actually I want to highlight more I want to highlight more I want to highlight more computing time computing time computing time testing for the stage testing for the stage testing for the stage scanning". So you scanning". So you scanning". So you can you suggest can you suggest can you suggest To Claude: "Please, To Claude: "Please, To Claude: "Please, use, use, use, you know, or, let's say, you know, or, let's say, you know, or, let's say, for the scanning stage for the scanning stage for the scanning stage we can we can we can use Haiku, use Haiku, use Haiku, very fast, very fast, very fast, an effective model that an effective model that an effective model that will just scan will just scan will just scan Internet, right? So we Internet, right? So we Internet, right? So we we can say: " we can say: " You know, start it, You know, start it, You know, start it, maybe two agents maybe two agents maybe two agents Haiku on the ticker so they Haiku on the ticker so they Haiku on the ticker so they really spent really spent really spent "full scan." AND "full scan." AND "full scan." AND this can be very this can be very this can be very available stage. AND available stage. AND available stage. AND then you say: " then you say: " Okay, actually, how Okay, actually, how Okay, actually, how only I will return everything only I will return everything only I will return everything web pages and web pages and web pages and I'm looking at the details, I'm looking at the details, I'm looking at the details, sometimes I miss these sometimes I miss these sometimes I miss these details. So, details. So, details. So, actually, I want actually, I want actually, I want invest more in invest more in invest more in review stage. So I review stage. So I review stage. So I I want Fable in detail I want Fable in detail I want Fable in detail viewed all viewed all viewed all received details. So received details. So received details. So I will say: “Claude, be I will say: “Claude, be I will say: “Claude, be please use please use please use agent Fable on stage agent Fable on stage agent Fable on stage review and, perhaps, review and, perhaps, review and, perhaps, do two or three do two or three do two or three agents on the ticker at agents on the ticker at agents on the ticker at "in the review stage". So "in the review stage". So "in the review stage". So can you imagine can you imagine can you imagine each of these streams each of these streams each of these streams like something you can like something you can like something you can expand and

expand and expand and narrow down depending narrow down depending narrow down depending from how much you from how much you from how much you want to invest in want to invest in want to invest in this point in the process. this point in the process. this point in the process. Um, and what is...Yes, it is Um, and what is...Yes, it is Um, and what is...Yes, it is really effective really effective really effective way way way to experiment to experiment to experiment with their own with their own with their own investments in investments in investments in each of these stages, each of these stages, each of these stages, to get exactly the one to get exactly the one to get exactly the one the result you the result you the result you you want. So, um, you want. So, um, you want. So, um, definitely definitely definitely I recommend to pass I recommend to pass comprehensive set comprehensive set assessments to assessments to assessments to try try try to make sure that to make sure that to make sure that streams do what streams do what streams do what you want when it you want when it you want when it very, um, you know, very, um, you know, very, um, you know, very important very important very important task. Scanner task. Scanner task. Scanner watchlist watchlist which we showed you which we showed you which we showed you from the console, this is one from the console, this is one from the console, this is one from the templates you from the templates you from the templates you you can run it. You you can run it. You you can run it. You you can just you can just you can just to go after to go after to go after link, click. link, click. link, click. There are also some templates There are also some templates , created , created , created directly and in directly and in directly and in complete with Claude Code and complete with Claude Code and complete with Claude Code and Claude API skill. Therefore, Claude API skill. Therefore, Claude API skill. Therefore, if you have Claude Code, and if you have Claude Code, and if you have Claude Code, and you installed it, you installed it, you installed it, starting from Sunday starting from Sunday starting from Sunday in the evening, then you in the evening, then you in the evening, then you you will be able to run you will be able to run you will be able to run managed agents Claude managed agents Claude managed agents Claude API on board for API on board for API on board for using a scanner using a scanner using a scanner watchlist watchlist , and this can create , and this can create , and this can create template, and then template, and then template, and then will allow you will allow you will allow you to manage one's own to manage one's own to manage one's own agents agents agents directly from Claude directly from Claude directly from Claude Code. I think that this Code. I think that this Code. I think that this actually very actually very actually very effective way effective way effective way agent management agent management agent management Claude, and in general Claude, and in general Claude, and in general using Claude API using Claude API using Claude API is happening is happening is happening inside Claude Code. You inside Claude Code. You inside Claude Code. You you can order Claude you can order Claude you can order Claude Code to undo this Code to undo this Code to undo this resource, promote resource, promote resource, promote that resource, and it that resource, and it that resource, and it will use will use will use another interface another interface another interface command line under command line under command line under called Ant CLI for called Ant CLI for called Ant CLI for management and management and management and interactions with Claude API. AND interactions with Claude API. AND interactions with Claude API. AND so, um, often so, um, often so, um, often instead of using instead of using instead of using consoles I consoles I consoles I I use Claude Code and I use Claude Code and I use Claude Code and I say, you know, I say, you know, I say, you know, unroll unroll unroll managed agent, managed agent, managed agent, which performs X. Hmm, so which performs X. Hmm, so uh, today, when uh, today, when uh, today, when you are experimenting, huh you are experimenting, huh -eh, this is one of -eh, this is one of -eh, this is one of ways that I would ways that I would ways that I would recommended if you

recommended if you recommended if you don't want don't want don't want use use use console. Hmm, and then console. Hmm, and then console. Hmm, and then we are quite a lot we are quite a lot we are quite a lot experimented with experimented with experimented with what type what type what type initial initial initial system request system request system request or, you know, or, you know, or, you know, initial initial initial message message message best suited best suited best suited for streams. And we for streams. And we for streams. And we found that the more found that the more found that the more ambiguous and ambiguous and ambiguous and free form you free form you free form you allow, uh, allow, uh, allow, uh, allow Claude allow Claude allow Claude to make your own to make your own to make your own things at the beginning, things at the beginning, things at the beginning, the more effective it is the more effective it is the more effective it is maybe. So simple maybe. So simple maybe. So simple tell Claude, "Hey, I tell Claude, "Hey, I tell Claude, "Hey, I I want you to, uh, I want you to, uh, I want you to, uh, used the working one used the working one used the working one process with one process with one process with one a ticker for the agent and, a ticker for the agent and, a ticker for the agent and, uh, you know, came out and uh, you know, came out and uh, you know, came out and did this scan. did this scan. did this scan. "This is what I'm looking for." AND "This is what I'm looking for." AND "This is what I'm looking for." AND let Claude let Claude let Claude to take control, to take control, to take control, for example, creating for example, creating for example, creating initial flows, and initial flows, and initial flows, and then you can, uh, then you can, uh, then you can, uh, set it up set it up set it up later. Um, so later. Um, so later. Um, so come on, uh, come on come on, uh, come on come on, uh, come on Let's play. So, on Let's play. So, on Let's play. So, on On the screen you will see a QR- On the screen you will see a QR- code. This is for, uh, code. This is for, uh, code. This is for, uh, some API credits, some API credits, some API credits, so that you can so that you can so that you can to start work, to start work, to start work, if you don't have it yet if you don't have it yet if you don't have it yet account account account Claude platforms. Yet Claude platforms. Yet Claude platforms. Yet one thing we're talking about one thing we're talking about one thing we're talking about just announced just announced just announced this week, this is what, this week, this is what, this week, this is what, uh, with Max subscriptions and uh, with Max subscriptions and uh, with Max subscriptions and Team you, uh, get Team you, uh, get Team you, uh, get some API credits that some API credits that some API credits that is part of your is part of your is part of your subscriptions. So, uh, you subscriptions. So, uh, you subscriptions. So, uh, you you can also, you can also, you can also, for example, for example, for example, connect yours connect yours connect yours subscriptions to subscriptions to subscriptions to make sure that in make sure that in make sure that in you have these API credits.

you have these API credits. you have these API credits. So, if you have Max, I So, if you have Max, I So, if you have Max, I I think it's something on I think it's something on I think it's something on like, uh, Max 5X, you like, uh, Max 5X, you like, uh, Max 5X, you will receive will receive will receive about 100 dollars for about 100 dollars for about 100 dollars for month. Uh, and Teams - up to 500. month. Uh, and Teams - up to 500. month. Uh, and Teams - up to 500. And that's about 50 more And that's about 50 more And that's about 50 more dollars to dollars to dollars to to experiment with to experiment with , uh, these streams , uh, these streams , uh, these streams agents controlled by agents controlled by agents controlled by Claude. And, uh, yes, I Claude. And, uh, yes, I Claude. And, uh, yes, I I think that on this I think that on this I think that on this stage we can stage we can stage we can to pause. We have to pause. We have to pause. We have a little more content, a little more content, a little more content, which one we want which one we want which one we want to consider, but what, to consider, but what, to consider, but what, let's do it let's do it let's do it pause. Please, pause. Please, pause. Please, try it, and then, um try it, and then, um , yes, we can , yes, we can , yes, we can open space for open space for open space for questions if you have questions if you have questions if you have Does anyone have any? Does anyone have any? Does anyone have any? question from the very question from the very question from the very beginning. Okay, so, beginning. Okay, so, beginning. Okay, so, Um, good question. Um, good question. Um, good question. So, the question was So, the question was So, the question was like this: "When you like this: "When you like this: "When you are you in Claude Code are you in Claude Code are you in Claude Code and launch the skill and launch the skill and launch the skill {slash} Claude API in Claude Code, {slash} Claude API in Claude Code, {slash} Claude API in Claude Code, she works on mine she works on mine she works on mine machine or as a part machine or as a part machine or as a part managed agents managed agents managed agents Claude, right? So, um, Claude, right? So, um, Claude, right? So, um, Claude API and Claude skill Claude API and Claude skill Claude API and Claude skill Code will be launched Code will be launched Code will be launched on your car or in on your car or in on your car or in cloud, depending on cloud, depending on cloud, depending on how are you how are you how are you Claude Code is configured. AND Claude Code is configured. AND Claude Code is configured. AND it's like a completely separate it's like a completely separate it's like a completely separate system from system from system from managed agents managed agents managed agents Claude. So, your Claude Code Claude. So, your Claude Code Claude. So, your Claude Code will work or will work or will work or locally, or in the cloud, locally, or in the cloud, locally, or in the cloud, depending on how depending on how depending on how you are set Claude you are set Claude you are set Claude Code. And then when you do it Code. And then when you do it Code. And then when you do it run it, it will be run it, it will be run it, it will be make calls make calls make calls API from Claude environment API from Claude environment API from Claude environment Code for creation Code for creation Code for creation agent, creation agent, creation agent, creation session, creation session, creation session, creation all these different all these different all these different resources in the API. Is there resources in the API. Is there resources in the API. Is there the roadmap for that the roadmap for that the roadmap for that how does this combine with how does this combine with how does this combine with plugins?

plugins? plugins? So, plugins now So, plugins now So, plugins now cover a pile cover a pile cover a pile different types different types different types resources, right? resources, right? resources, right? One of them is One of them is One of them is skills, right? AND skills, right? AND skills, right? AND so when you so when you so when you look at look at look at API surface, you API surface, you API surface, you you will notice that with him you will notice that with him you will notice that with him related field under related field under related field under called "resources", and called "resources", and called "resources", and also some other fields also some other fields also some other fields APIs related to these APIs related to these APIs related to these things like skills that things like skills that things like skills that are displayed in are displayed in are displayed in plugins. Therefore, plugins. Therefore, plugins. Therefore, short answer short answer short answer is that is that is that individual components individual components individual components plugins should plugins should plugins should just show up at just show up at just show up at API surfaces already API surfaces already API surfaces already today. What today. What today. What concerns concerns concerns combining it with... combining it with... Sorry? Oh, no Sorry? Oh, no Sorry? Oh, no worry. Therefore, worry. Therefore, worry. Therefore, another direction another direction another direction is that your is that your is that your workflow workflow workflow generates a scalar generates a scalar generates a scalar something, and you can something, and you can something, and you can pull it back in pull it back in pull it back in your Claude code? Or, your Claude code? Or, your Claude code? Or, maybe you just maybe you just maybe you just tell a little tell a little tell a little more about this? more about this? more about this? Of course. Okay, so Of course. Okay, so Of course. Okay, so the question is the question is the question is because considering because considering because considering dynamic worker dynamic worker dynamic worker the process you the process you the process you created, in this created, in this created, in this case, research case, research case, research potential acquisitions potential acquisitions , can you , can you , can you effectively effectively effectively distribute the work distribute the work distribute the work process as a plugin? Hmm, process as a plugin? Hmm, process as a plugin? Hmm, the answer is no the answer is no the answer is no today, and I have today, and I have today, and I have there is no clear there is no clear there is no clear answers to questions, answers to questions, answers to questions, will it be complete will it be complete will it be complete to be supported "with" to be supported "with" to be supported "with" boxes" in boxes" in boxes" in future. But you future. But you future. But you you can take the request, you can take the request, you can take the request, which is generated as which is generated as which is generated as part of your part of your part of your workflow, and workflow, and workflow, and just insert it, just insert it, just insert it, for example, in Claude Code for example, in Claude Code for example, in Claude Code or anywhere, or anywhere, or anywhere, to check it out.

to check it out. to check it out. This is a text file; This is a text file; This is a text file; he probably will be he probably will be he probably will be quite similar. Yes, quite similar. Yes, quite similar. Yes, Yes. So, the question is Yes. So, the question is Yes. So, the question is is how is how is how regarding the launch of some regarding the launch of some regarding the launch of some agents, for example, in agents, for example, in agents, for example, in in a Mac environment or in a Mac environment or in a Mac environment or other environments, other environments, other environments, which are not simply which are not simply which are not simply placed surface placed surface , where they probably work , where they probably work , where they probably work agents led by Claude? agents led by Claude? agents led by Claude? We have this abstraction We have this abstraction We have this abstraction under the name " under the name " custom custom custom tools", which, according to tools", which, according to tools", which, according to essentially, is a way for essentially, is a way for essentially, is a way for models to contact models to contact models to contact you with a request you with a request you with a request to perform a certain action. to perform a certain action. to perform a certain action. So, this will work. So, this will work. So, this will work. yes: you determine yes: you determine yes: you determine custom custom custom tool for your tool for your tool for your agent as part of agent as part of agent as part of work performance work performance work performance process. And then, when process. And then, when process. And then, when you want to run you want to run you want to run something, let's say, on something, let's say, on something, let's say, on local local local a computer with Mac OS or a computer with Mac OS or a computer with Mac OS or on some on some on some to any other person to any other person to any other person computer in computer in computer in Internet or something Internet or something Internet or something like, you just like, you just like, you just take on this challenge take on this challenge take on this challenge special special special tool, do tool, do tool, do anything you want, on anything you want, on anything you want, on this computer, and this computer, and this computer, and then return then return then return result back in result back in result back in model. This answered model. This answered model. This answered to your question? to your question? to your question? Okay, great. Okay, great. Okay, great. Yes, absolutely. Therefore, Yes, absolutely. Therefore, Yes, absolutely. Therefore, the question is the question is the question is because we are all in because we are all in because we are all in we care for a certain moment we care for a certain moment we care for a certain moment about token spending, about token spending, about token spending, and we need to have and we need to have and we need to have possibility possibility possibility optimize our optimize our optimize our flows over time, so as not to flows over time, so as not to flows over time, so as not to to spend a lot to spend a lot to spend a lot tokens. So, there is tokens. So, there is tokens. So, there is a lot of different ways a lot of different ways a lot of different ways do it. This is yours. do it. This is yours. do it. This is yours. generalized genus generalized genus generalized genus a problem similar to a problem similar to a problem similar to climbing a hill in climbing a hill in climbing a hill in a specific request for a specific request for a specific request for based on any based on any based on any criteria that you criteria that you criteria that you intrinsically interested intrinsically interested , either token or that , either token or that , either token or that opportunities, etc. AND opportunities, etc. AND opportunities, etc. AND so, um, yeah, I forgot, or so, um, yeah, I forgot, or so, um, yeah, I forgot, or we published we published we published climbing skills climbing skills climbing skills hill.

hill. hill. Yes. Yes. Yes. in Cloud Code. So, in Cloud Code in Cloud Code. So, in Cloud Code in Cloud Code. So, in Cloud Code there is a skill to climb on there is a skill to climb on there is a skill to climb on hill, which is probably hill, which is probably hill, which is probably can help you can help you can help you to climb a hill to climb a hill to climb a hill at least in the very at least in the very at least in the very request. Regarding request. Regarding request. Regarding settings, settings, settings, for example, operations for example, operations for example, operations flow, it's a kind of flow, it's a kind of flow, it's a kind of evasion from evasion from evasion from responsibility, responsibility, responsibility, but you will get but you will get but you will get full transcripts full transcripts full transcripts everything that Cloud did everything that Cloud did everything that Cloud did during execution during execution during execution flow. So you can flow. So you can flow. So you can just take these just take these just take these transcripts, provide them transcripts, provide them transcripts, provide them Cloud, ask Cloud Cloud, ask Cloud Cloud, ask Cloud to identify any to identify any to identify any similar places where similar places where similar places where stream, perhaps stream, perhaps stream, perhaps does too much or does too much or does too much or is not enough, and he is not enough, and he is not enough, and he will be able to essentially will be able to essentially will be able to essentially optimize yourself. optimize yourself. optimize yourself. Thus, you Thus, you Thus, you you can ask Cloud you can ask Cloud you can ask Cloud optimize for optimize for optimize for based on any based on any based on any criteria that you criteria that you criteria that you needed. But, I will say, needed. But, I will say, needed. But, I will say, that we sent this to that we sent this to that we sent this to Friday, and I suspect Friday, and I suspect that this type of native that this type of native that this type of native integration will be that integration will be that integration will be that What will be on the first? What will be on the first? What will be on the first? a place for many a place for many a place for many people. people. Yes, I would also add, Yes, I would also add, what is another product what is another product what is another product titled Dreams and Dreaming titled Dreams and Dreaming where you can, in where you can, in where you can, in cloud-managed cloud-managed cloud-managed agents, provide a set agents, provide a set agents, provide a set sessions for sessions for sessions for passing this passing this passing this the dream process, where the dream process, where the dream process, where he can he can he can crystallize and, crystallize and, crystallize and, in fact, improve in fact, improve in fact, improve memory storage, memory storage, memory storage, related to these related to these related to these sessions. So, you sessions. So, you sessions. So, you can you connect can you connect can you connect memory storage, memory storage, memory storage, launch your own launch your own launch your own streams, and then, after streams, and then, after streams, and then, after how you will do it how you will do it , you know, 10 times or so , you know, 10 times or so , you know, 10 times or so as much as you want as much as you want as much as you want you can run these you can run these you can run these sessions through dreams, and these sessions through dreams, and these sessions through dreams, and these dreams as if dreams as if dreams as if crystallize and crystallize and crystallize and improve memory improve memory improve memory from session to session.

from session to session. from session to session. So I don't know if you have So I don't know if you have So I don't know if you have Do you have any more thoughts or ideas? Do you have any more thoughts or ideas? Do you have any more thoughts or ideas? about dreams, but about dreams, but about dreams, but yes, I think I am in yes, I think I am in yes, I think I am in basically described basically described basically described manual creation manual creation manual creation own dreams. But I own dreams. But I own dreams. But I forgot that we have forgot that we have forgot that we have own product, which own product, which own product, which does it for you. does it for you. does it for you. Yes. Right. So you Yes. Right. So you Yes. Right. So you can you can you can you use use use product for product for product for dreams or streams dreams or streams dreams or streams for implementation for implementation for implementation dreams. dreams. Yes, completely. So you Yes, completely. So you you can visualize you can visualize you can visualize this is directly in this is directly in this is directly in consoles, if only consoles, if only consoles, if only Do you want, excuse me, Do you want, excuse me, Do you want, excuse me, to retreat back. to retreat back. to retreat back. The question is whether The question is whether The question is whether can you can you can you visualize visualize visualize multi-agent multi-agent multi-agent topology during topology during topology during work flow? IN work flow? IN work flow? IN console you can, and console you can, and console you can, and we will give you we will give you we will give you possibility possibility possibility check this out check this out check this out a second. Hmm, but if a second. Hmm, but if a second. Hmm, but if you want to create you want to create you want to create own interface own interface own interface user around user around user around this, you are completely this, you are completely this, you are completely you can, because everyone you can, because everyone you can, because everyone from these streams from these streams from these streams promotes subagents promotes subagents who have their own who have their own who have their own session streams. It's like session streams. It's like session streams. It's like the context in which it the context in which it the context in which it works, and all this works, and all this works, and all this information for information for information for each stream each stream available via API- surface. So you surface. So you surface. So you you can create you can create you can create randomly interesting randomly interesting randomly interesting interfaces interfaces interfaces user around user around user around him for what him for what him for what whatever. Yes, I see, whatever. Yes, I see, whatever. Yes, I see, Jay, probably.

Jay, probably. Jay, probably. is going to... is going to... is going to... Yes, you can... Yes, you can... Yes, you can... Yes. Yes. Yes. Look at all Look at all Look at all streams. You can streams. You can streams. You can to consider in detail to consider in detail to consider in detail individual subagents. individual subagents. individual subagents. You can see, You can see, You can see, What were they doing? You What were they doing? You What were they doing? You you can also you can also you can also see if you see if you see if you you get before this you get before this you get before this access programmatically, there is access programmatically, there is access programmatically, there is huge, really huge, really huge, really comprehensive set comprehensive set comprehensive set events that events that events that are generated, are generated, are generated, for example, during for example, during for example, during streaming streaming streaming session; and thus session; and thus session; and thus you will see everyone you will see everyone you will see everyone tool call tool call tool call and its result, and and its result, and and its result, and when it is transmitted when it is transmitted from subagent back from subagent back to the main, er, to the main, er, to the main, er, you know, the leader you know, the leader you know, the leader agent, etc. So, yes agent, etc. So, yes , uh, within the framework , uh, within the framework , uh, within the framework current flow, current flow, current flow, interface interface interface user on user on user on toolbars- toolbars- this is exactly what we this is exactly what we this is exactly what we we will continue we will continue we will continue improve and improve and improve and to improve. Um, to improve. Um, to improve. Um, but, yes, you can, you but, yes, you can, you but, yes, you can, you you absolutely can you absolutely can you absolutely can to delve deeper and to delve deeper and to delve deeper and see a lot here- see a lot here- many details. Ahem, many details. Ahem, many details. Ahem, therefore, you can therefore, you can therefore, you can see, yes, this is an event see, yes, this is an event see, yes, this is an event receiving receiving receiving message in the topic. message in the topic. message in the topic. And you can say, And you can say, And you can say, what actually conveyed what actually conveyed what actually conveyed chief agent chief agent chief agent subagent? And you subagent? And you subagent? And you you can look at you can look at you can look at this is useful this is useful this is useful load here to load here to load here to to deeply understand that to deeply understand that to deeply understand that actually actually actually happening for happening for happening for each transition to each transition to each transition to this whole schedule.

this whole schedule. this whole schedule. And I will also say that this And I will also say that this And I will also say that this built on built on built on public API, as well as public API, as well as public API, as well as the panel itself the panel itself the panel itself tools. So that's it. tools. So that's it. what you see here, you what you see here, you what you see here, you you can completely you can completely you can completely to adjust to adjust to adjust independently. Question in independently. Question in independently. Question in therefore, is he aware therefore, is he aware therefore, is he aware she is her own she is her own she is her own budget? So now budget? So now budget? So now The model doesn't know her own The model doesn't know her own The model doesn't know her own budget during budget during budget during work. The budget is, work. The budget is, work. The budget is, above all, protective above all, protective above all, protective handrails to handrails to handrails to make sure that she make sure that she make sure that she does not come out from under does not come out from under does not come out from under control and not control and not control and not spends tokens on spends tokens on spends tokens on escape. Um, we found out, escape. Um, we found out, escape. Um, we found out, that at least in that at least in that at least in latest models, latest models, latest models, if you tell her if you tell her if you tell her budget, um, Claude can budget, um, Claude can budget, um, Claude can to worry a little, and to worry a little, and to worry a little, and we don't, um, we don't want to we don't, um, we don't want to to make this happen. Ahem, to make this happen. Ahem, to make this happen. Ahem, but I highly suspect but I highly suspect but I highly suspect that over time it that over time it that over time it will improve. will improve. will improve. So, the principle of operation So, the principle of operation So, the principle of operation with flows is with flows is with flows is because if you because if you because if you reach 5 dollars, reach 5 dollars, reach 5 dollars, an event occurs that an event occurs that an event occurs that actually means actually means actually means achieving the budget. AND achieving the budget. AND achieving the budget. AND then if you want then if you want then if you want to see what to see what to see what happened, and potentially happened, and potentially happened, and potentially increase the budget, you increase the budget, you increase the budget, you you can do it under you can do it under you can do it under session time. And if you session time. And if you session time. And if you want to add more want to add more want to add more money, you can do it money, you can do it money, you can do it to do, and flow to do, and flow to do, and flow will continue from there will continue from there will continue from there places where he places where he places where he stopped. So, there is this one stopped. So, there is this one stopped. So, there is this one great component great component great component pauses, where any pauses, where any pauses, where any the work you have done the work you have done the work you have done is not lost if is not lost if is not lost if you increase the budget.

you increase the budget. you increase the budget. Hmm, but that's completely Hmm, but that's completely Hmm, but that's completely It depends on you. It depends on you. It depends on you. depending on your depending on your depending on your own capabilities. own capabilities. own capabilities. Yes. So, the question is Yes. So, the question is Yes. So, the question is is that which is that which is that which integration plan with Claude integration plan with Claude integration plan with Claude Tag? Hmm, Claude Tag—that’s, by the way Tag? Hmm, Claude Tag—that’s, by the way Tag? Hmm, Claude Tag—that’s, by the way essentially, a Slack bot that essentially, a Slack bot that essentially, a Slack bot that combines all your combines all your combines all your information, uh, together information, uh, together information, uh, together within the Slack surface. within the Slack surface. within the Slack surface. So, this is something So, this is something So, this is something orthogonal orthogonal orthogonal product surface, product surface, product surface, whereas this is the API surface whereas this is the API surface , where, if you want , where, if you want , where, if you want build build build integration integration integration directly from Claude, directly from Claude, directly from Claude, you would use you would use you would use something like that. Hmm, I something like that. Hmm, I something like that. Hmm, I I doubt it. I doubt it. I doubt it. at least now that at least now that at least now that there will be some direct there will be some direct there will be some direct connection...You know what? connection...You know what? connection...You know what? Yes, yes. If you Yes, yes. If you Yes, yes. If you want to create something want to create something want to create something like a tag like a tag like a tag on your own, you can on your own, you can on your own, you can use use use streams. Yes, if you streams. Yes, if you streams. Yes, if you you use Exactly, you use Exactly, you use Exactly, exactly. So, like, yeah. exactly. So, like, yeah. exactly. So, like, yeah. Yes. Yes. Yes. Yes. I would say that Yes. I would say that Yes. I would say that another thing too another thing too another thing too is that we is that we is that we we want a lot of things we want a lot of things we want a lot of things improve, for example, improve, for example, improve, for example, to make sure that everyone to make sure that everyone to make sure that everyone these product surfaces these product surfaces these product surfaces worked better worked better worked better together. And therefore, I would together. And therefore, I would together. And therefore, I would said, expect that said, expect that said, expect that during the next during the next during the next these few months these few months these few months The seams will start to disappear.

The seams will start to disappear. You may have noticed, You may have noticed, that we have combined some that we have combined some that we have combined some of them in cooperation and of them in cooperation and of them in cooperation and chat. Now you can chat. Now you can chat. Now you can use Cloud use Cloud use Cloud Code from many different Code from many different Code from many different surfaces. So with surfaces. So with surfaces. So with sometimes we, um, sometimes we, um, sometimes we, um, Let's close this gap. Let's close this gap. Let's close this gap. And, yes, Cloud Tag is And, yes, Cloud Tag is And, yes, Cloud Tag is definitely very definitely very definitely very effective way effective way effective way using using using many of these many of these many of these tools. And we tools. And we tools. And we we use it we use it we use it surprisingly often. Cloud Tag surprisingly often. Cloud Tag –this is huge –this is huge –this is huge daily driver for daily driver for daily driver for many of us many of us many of us implementations. Therefore, implementations. Therefore, implementations. Therefore, the question is the question is the question is so is there a way for so is there a way for so is there a way for agents to communicate agents to communicate agents to communicate with each other, like, with each other, like, with each other, like, for example, subagents for example, subagents for example, subagents in the stream? None in the stream? None in the stream? None direct method, direct method, direct method, for example, via API, for example, via API, for example, via API, let's say: "Subagent A let's say: "Subagent A let's say: "Subagent A sends sends sends message message message subagent B and subagent B and subagent B and sends useful sends useful sends useful load X". But load X". But load X". But all subagents have all subagents have all subagents have shared file shared file shared file system. So, if in system. So, if in system. So, if in your worker your worker your worker process there is a need for process there is a need for process there is a need for their communication one of their communication one of their communication one of one, they can one, they can one, they can effectively effectively effectively use use use file system as file system as file system as sending method sending method sending method messages there- messages there- here. But no here. But no here. But no direct abstraction, direct abstraction, direct abstraction, besides these sent besides these sent besides these sent and received and received and received agent messages, agent messages, agent messages, where you can see how these where you can see how these where you can see how these message message message are sent there- are sent there- here. There is no direct here. There is no direct here. There is no direct way to force way to force way to force one of the subagents one of the subagents one of the subagents to send to send to send message to another.

message to another. message to another. Yes, the question is Yes, the question is Yes, the question is in whether there is a way in whether there is a way in whether there is a way for streams in essence for streams in essence for streams in essence to change oneself and to change oneself and to change oneself and to decide one's own to decide one's own to decide one's own tasks based on tasks based on tasks based on problems they problems they problems they can find. Hmm, can find. Hmm, can find. Hmm, the best way the best way the best way to do this, probably to do this, probably to do this, probably scale-like scale-like scale-like climbing a hill, climbing a hill, climbing a hill, which we talked about which we talked about which we talked about a second ago, and also a second ago, and also a second ago, and also potentially surface potentially surface potentially surface sleep product to sleep product to sleep product to the agent could see, the agent could see, the agent could see, what was he doing in what was he doing in what was he doing in past, and learn past, and learn past, and learn on your mistakes. on your mistakes. on your mistakes. Such a concept as, hmm Such a concept as, hmm , does not exist, therefore , does not exist, therefore , does not exist, therefore actually I just actually I just actually I just I'll show you quickly. We have I'll show you quickly. We have I'll show you quickly. We have this, um, concept this, um, concept this, um, concept deployment, and, by deployment, and, by deployment, and, by In essence, deployment is In essence, deployment is In essence, deployment is way to run these way to run these way to run these scheduled sessions. scheduled sessions. And you have no way And you have no way independently independently independently to improve something to improve something to improve something on schedule, but I on schedule, but I on schedule, but I I can totally imagine. I can totally imagine. I can totally imagine. a world where you could a world where you could a world where you could create this, create this, create this, using these using these using these components, and it was components, and it was components, and it was would be pretty cool. would be pretty cool. Also, as for the scale Also, as for the scale climbing a hill, climbing a hill, climbing a hill, which we constantly talk about which we constantly talk about which we constantly talk about remember, this is another one remember, this is another one remember, this is another one subcommand skills subcommand skills subcommand skills Claude API. Hmm, if you Claude API. Hmm, if you Claude API. Hmm, if you working with Claude code, working with Claude code, working with Claude code, you can do, you can do, you can do, for example, {slash} Claude for example, {slash} Claude for example, {slash} Claude API hill climb, and then API hill climb, and then API hill climb, and then to indicate to him that you to indicate to him that you to indicate to him that you do you want iteratively do you want iteratively do you want iteratively improve. This is something on improve. This is something on improve. This is something on like how to take like how to take like how to take Andrew's research Andrew's research Andrew's research Karpaty regarding Karpaty regarding Karpaty regarding cars and cars and cars and turn it into turn it into turn it into a skill that everyone a skill that everyone a skill that everyone can use can use can use for iterative for iterative for iterative improving one's own improving one's own improving one's own tips. So, if you tips. So, if you tips. So, if you start with a hint, start with a hint, start with a hint, the one you know, the one that is from the one you know, the one that is from the one you know, the one that is from shelves to perform shelves to perform shelves to perform list scan list scan list scan observation, then observation, then observation, then you can, uh, take you can, uh, take you can, uh, take this prompt and enter this prompt and enter this prompt and enter in Claude Code and say: " in Claude Code and say: " You know, Claude API, You know, Claude API, You know, Claude API, go up the hill go up the hill go up the hill this hint." And then this hint." And then this hint." And then he will work with he will work with he will work with you to iteratively you to iteratively you to iteratively to find out: "Okay, to find out: "Okay, to find out: "Okay, what are we for what are we for what are we for optimize? And then optimize? And then optimize? And then he will just be he will just be he will just be to work until

to work until to work until will receive, for example, will receive, for example, will receive, for example, really beautiful really beautiful really beautiful a hint for you to a hint for you to a hint for you to then, for example, then, for example, then, for example, use it to, use it to, use it to, yes, satisfy yes, satisfy yes, satisfy your needs. Some... your needs. Some... Depending on what Depending on what Depending on what occurs during occurs during occurs during climbing a hill, climbing a hill, climbing a hill, sometimes it will give you... sometimes it will give you... it really depends it really depends it really depends from a specific from a specific from a specific project or problem, project or problem, project or problem, which you are trying which you are trying which you are trying solve. So I, uh, solve. So I, uh, solve. So I, uh, when was Haiku when was Haiku when was Haiku several announced several announced several announced weeks ago, or all weeks ago, or all weeks ago, or all It happened so fast, I It happened so fast, I It happened so fast, I I think it could be I think it could be I think it could be last week, I didn't last week, I didn't last week, I didn't I know. When was it announced? I know. When was it announced? I know. When was it announced? Haiku, I created this one Haiku, I created this one Haiku, I created this one instrument for playing instrument for playing instrument for playing charades with my kids charades with my kids . He has something on. . He has something on. . He has something on. like a webcam, and like a webcam, and like a webcam, and shows us a card, shows us a card, shows us a card, we are trying it we are trying it we are trying it play, then Haiku play, then Haiku play, then Haiku guesses that you guesses that you guesses that you You know what we do. You know what we do. You know what we do. So I use So I use So I use Hill Climb team, hmm, and Hill Climb team, hmm, and Hill Climb team, hmm, and Claude created for me Claude created for me Claude created for me an artifact that an artifact that an artifact that allows me allows me allows me record sessions where record sessions where record sessions where I do such funny things. I do such funny things. I do such funny things. things: rowing a boat, things: rowing a boat, things: rowing a boat, I play tennis, etc., to I play tennis, etc., to I play tennis, etc., to he could, for example, he could, for example, he could, for example, improve and improve and improve and repeat command repeat command repeat command and say: "Oh, we and say: "Oh, we and say: "Oh, we need this need this need this number of frames per number of frames per number of frames per a second, and we a second, and we a second, and we need, for example, need, for example, need, for example, update the command to update the command to update the command to to do it." So to do it." So to do it." So depending on the problem, depending on the problem, depending on the problem, when you run Hill when you run Hill when you run Hill Climb, Claude can provide Climb, Claude can provide Climb, Claude can provide you human you human you human interface for interface for interface for repetition of this, and repetition of this, and repetition of this, and you can also you can also you can also ask Claude ask Claude ask Claude do it for you. So do it for you. So do it for you. So that's actually quite enough that's actually quite enough that's actually quite enough powerfully.

powerfully. Yes, the question Yes, the question relates to theory relates to theory relates to theory Navier-Stokes and such Navier-Stokes and such Navier-Stokes and such scientific discoveries, scientific discoveries, scientific discoveries, which suddenly which suddenly which suddenly are happening are happening are happening at the same time, and if at the same time, and if at the same time, and if something like that something like that something like that something like that something like that something like that to what we were doing to what we were doing to what we were doing earlier to achieve earlier to achieve earlier to achieve this...I think this...I think this...I think perhaps in our perhaps in our perhaps in our demonstrations, in demonstrations, in demonstrations, in our stock exchange our stock exchange our stock exchange tickers, this tickers, this tickers, this not ambitious enough, not ambitious enough, not ambitious enough, because you are almost because you are almost because you are almost hit the target, right? hit the target, right? hit the target, right? Yes? The way you Yes? The way you Yes? The way you promote a significant promote a significant promote a significant scientific progress, according to scientific progress, according to scientific progress, according to essentially reduces essentially reduces essentially reduces deadlines required deadlines required deadlines required to perform such to perform such to perform such work. Um, and the streams- work. Um, and the streams- This is essentially a way to This is essentially a way to This is essentially a way to sorry, spend sorry, spend sorry, spend test calculation test calculation test calculation time for complex time for complex time for complex problems and faster problems and faster problems and faster get more get more get more opportunities with opportunities with opportunities with models. So, um, I don't models. So, um, I don't models. So, um, I don't I can talk about I can talk about I can talk about details like details like details like internally we, um, like internally we, um, like internally we, um, like looks like ours looks like ours looks like ours use for use for use for execution of such execution of such execution of such types of research types of research types of research loads. But we loads. But we loads. But we we believe, especially as we believe, especially as we believe, especially as API surface that API surface that API surface that disclosure disclosure disclosure possibilities of this-that possibilities of this-that possibilities of this-that the first step for us the first step for us the first step for us to the implementation of such to the implementation of such to the implementation of such discoveries or, um, discoveries or, um, discoveries or, um, scientific progress, scientific progress, scientific progress, which would be widely which would be widely which would be widely available for available for available for the general public. So, the general public. So, the general public. So, um, yes, I am very um, yes, I am very um, yes, I am very enthusiastic.

enthusiastic. enthusiastic. Yes, one more thing that I Yes, one more thing that I Yes, one more thing that I I will add to this, this is what I will add to this, this is what I will add to this, this is what that, as in our that, as in our that, as in our previous previous previous multi-agent multi-agent multi-agent system for agents system for agents system for agents under the direction of Claude, under the direction of Claude, under the direction of Claude, if you had if you had if you had coordinator, and then coordinator, and then coordinator, and then list of agents, we have list of agents, we have list of agents, we have there were some restrictions there were some restrictions there were some restrictions regarding the quantity regarding the quantity regarding the quantity subagents you subagents you subagents you you can run it. WITH you can run it. WITH you can run it. WITH review of the current review of the current review of the current stream of streams, I stream of streams, I stream of streams, I I think it's 1000 agents. I think it's 1000 agents. And, as in everything else, And, as in everything else, interesting part interesting part interesting part this is what your this is what your this is what your the lead agent could the lead agent could the lead agent could run several run several run several streams simultaneously streams simultaneously streams simultaneously or, after completion or, after completion or, after completion one stream, one stream, one stream, launch another one. So launch another one. So launch another one. So you may have you may have you may have truly massive truly massive truly massive the project you the project you the project you want to convey want to convey want to convey group of agents. I group of agents. I group of agents. I actually very actually very actually very I was hoping that was it. I was hoping that was it. I was hoping that was it. will be completed. This is not will be completed. This is not will be completed. This is not Yes. But on Friday I Yes. But on Friday I Yes. But on Friday I started a stream with 1000 started a stream with 1000 started a stream with 1000 agents to agents to agents to create an operating room create an operating room create an operating room the system that I gave you the system that I gave you the system that I gave you I'll show you. And she already I'll show you. And she already I'll show you. And she already works about 85 works about 85 works about 85 hours. So this is not yet hours. So this is not yet hours. So this is not yet completed, and this completed, and this completed, and this about three or about three or about three or four streams, and they four streams, and they four streams, and they working with thousands working with thousands working with thousands agents over this agents over this agents over this a larger project. So a larger project. So a larger project. So these are things you can these are things you can these are things you can absolutely accurate absolutely accurate absolutely accurate invest in it. AND, invest in it. AND, invest in it. AND, obviously, because obviously, because obviously, because they take up a little they take up a little they take up a little more time, that's what more time, that's what more time, that's what you, I would say, that you, I would say, that you, I would say, that just started in just started in just started in Friday, and then Friday, and then Friday, and then went, hoping, went, hoping, went, hoping, that maybe by 9:00 that maybe by 9:00 that maybe by 9:00 Monday morning Monday morning Monday morning it will be ready; but it will be ready; but it will be ready; but just like that guy just like that guy just like that guy the project you the project you the project you could you, um, you could could you, um, you could could you, um, you could launch, yes, Claude, launch, yes, Claude, launch, yes, Claude, thread manager thread manager thread manager agents. Yes. Let's agents. Yes. Let's agents. Yes. Let's let's leave that for later, let's leave that for later, let's leave that for later, but yes, it was but yes, it was but yes, it was It's actually very easy.

It's actually very easy. It's actually very easy. I said, "Hey, Ken." I said, "Hey, Ken." I said, "Hey, Ken." Thompson created Unix by Thompson created Unix by Thompson created Unix by week. Can you week. Can you week. Can you try to create try to create try to create operating system, operating system, operating system, compatible with Unix, with compatible with Unix, with compatible with Unix, with Python interpreter? Python interpreter? Python interpreter? Use Use Use streams, you know, not streams, you know, not streams, you know, not be ashamed to be be ashamed to be be ashamed to be brave and brave and brave and use to use to use to 1000 agents." And that was it. 1000 agents." And that was it. 1000 agents." And that was it. basically everything. AND basically everything. AND basically everything. AND then I, like, then I, like, then I, like, allowed him allowed him allowed him work, and I too work, and I too work, and I too gave him a repository gave him a repository gave him a repository GitHub so he can GitHub so he can GitHub so he can to work in this to work in this to work in this GitHub repositories. GitHub repositories. GitHub repositories. The last time I The last time I The last time I checked, in checked, in checked, in GitHub repositories were GitHub repositories were GitHub repositories were about 1000 commits. about 1000 commits. about 1000 commits. So yes, agents are still So yes, agents are still So yes, agents are still They are working on this. Yes. They are working on this. Yes. The question is The question is because if we because if we because if we noticed a decrease noticed a decrease noticed a decrease returns from, returns from, returns from, for example, for example, for example, increase in number increase in number increase in number subagents like this subagents like this subagents like this in the same way as in in the same way as in in the same way as in organizations, on organizations, on organizations, on gradually gradually gradually for each new for each new for each new employee, whom employee, whom employee, whom you add a certain you add a certain you add a certain size, then arise size, then arise size, then arise expenses for expenses for expenses for coordination, etc., which coordination, etc., which coordination, etc., which grow over time. It grow over time. It grow over time. It actually very good actually very good actually very good the question I have the question I have the question I have there is no perfect there is no perfect there is no perfect numbers or answers numbers or answers numbers or answers for you. Hmm, I think so. for you. Hmm, I think so. for you. Hmm, I think so. that this whole industry that this whole industry that this whole industry enough research enough research enough research new, and I wouldn't be surprised, new, and I wouldn't be surprised, new, and I wouldn't be surprised, if these types are accurate, e if these types are accurate, e -e, numeric -e, numeric -e, numeric appointments, or, according to appointments, or, according to appointments, or, according to essentially, like, it's almost like essentially, like, it's almost like essentially, like, it's almost like possibilities curve on possibilities curve on possibilities curve on subagent, or, subagent, or, subagent, or, for example, for example, for example, gradual, you know, gradual, you know, gradual, you know, the slope of the line when you the slope of the line when you the slope of the line when you add a new one, add a new one, add a new one, additional agent, additional agent, additional agent, hmm, there will be more hmm, there will be more hmm, there will be more calculated in calculated in calculated in future. Hmm, but in future. Hmm, but in future. Hmm, but in I am not here right now.

I am not here right now. I am not here right now. exact number. Hmm, yes. exact number. Hmm, yes. , that's a good question. , that's a good question. , that's a good question. Yes, one thing I will say, Yes, one thing I will say, Yes, one thing I will say, this is what with streams this is what with streams this is what with streams you get you get you get advantage, for example, advantage, for example, advantage, for example, throwing them at throwing them at throwing them at problem problem problem organized organized organized compared with compared with compared with disorganized disorganized disorganized way. So, if way. So, if way. So, if take the same 100 take the same 100 take the same 100 agents and agents and agents and apply them to apply them to apply them to problems, then this problems, then this problems, then this will improve work with will improve work with will improve work with flows, because flows, because flows, because between these contexts between these contexts between these contexts with gating and with gating and with gating and these different phases these different phases these different phases there is a certain there is a certain there is a certain organization and organization and organization and insulation. Therefore, insulation. Therefore, insulation. Therefore, the question is the question is the question is so is there a way so is there a way so is there a way prevent prevent prevent endless cycles endless cycles endless cycles or cascade or cascade or cascade mistakes? And the answer mistakes? And the answer –yes, to a certain extent. THERE ARE –yes, to a certain extent. THERE ARE –yes, to a certain extent. THERE ARE mechanisms that mechanisms that mechanisms that guarantee that you do not guarantee that you do not guarantee that you do not will receive will receive will receive uncontrolled uncontrolled uncontrolled sessions. So for sessions. So for sessions. So for I would install this. I would install this. I would install this. budget, right? budget, right? budget, right? Based on what Based on what Based on what maybe your budget. maybe your budget. maybe your budget. But otherwise But otherwise But otherwise Claude is quite good. Claude is quite good. Claude is quite good. detects subagents, detects subagents, detects subagents, who behave who behave who behave wrong, and wrong, and wrong, and manages accordingly manages accordingly manages accordingly them. And we found that, them. And we found that, them. And we found that, at least in ours at least in ours at least in ours own estimates, Claude own estimates, Claude own estimates, Claude reveals quite well reveals quite well reveals quite well such errors and such errors and such errors and automatically them automatically them automatically them eliminates. Another thing, we eliminates. Another thing, we eliminates. Another thing, we talked about dreams, talked about dreams, talked about dreams, hill climbing hill climbing hill climbing etc., about studying at etc., about studying at etc., about studying at past races, and we past races, and we past races, and we we believe that this we believe that this we believe that this really powerful really powerful really powerful way if you way if you way if you you really want you really want you really want specifically specifically specifically optimize parts optimize parts optimize parts your stream or your stream or your stream or parts of what parts of what parts of what trying to achieve trying to achieve trying to achieve Claude; hmm, that's true, Claude; hmm, that's true, Claude; hmm, that's true, really beautiful really beautiful really beautiful way to do it.

way to do it. way to do it. Let me Let me Let me answer yours answer yours answer yours question and say question and say question and say me, is it me, is it me, is it correct. Um, so you correct. Um, so you correct. Um, so you trying trying trying to understand whether there is to understand whether there is to understand whether there is way, for example, on way, for example, on way, for example, on based on certain based on certain based on certain criteria such as criteria such as criteria such as a smaller set, perhaps a smaller set, perhaps , a signal such as , a signal such as , a signal such as change of frame, you change of frame, you change of frame, you must perform must perform must perform only potentially only potentially only potentially some parts of the stream some parts of the stream some parts of the stream or some parts, or some parts, or some parts, for example, you don't for example, you don't for example, you don't do you want to burn do you want to burn do you want to burn tokens because tokens because tokens because Nothing happened. Ahem, Nothing happened. Ahem, Nothing happened. Ahem, today on today on today on platform actually platform actually platform actually there is nothing there is nothing there is nothing similar, except that similar, except that just to say just to say just to say Claude conditionally Claude conditionally Claude conditionally to do things with to do things with to do things with in one stream. If I in one stream. If I in one stream. If I should have been completely should have been completely should have been completely To be honest with you, I would, To be honest with you, I would, To be honest with you, I would, I probably wanted to add I probably wanted to add I probably wanted to add something else on top something else on top something else on top streams in your streams in your streams in your applied level, applied level, applied level, to do this to do this to do this detection. Um, so you detection. Um, so you detection. Um, so you might like might like might like size, in fact, is size, in fact, is size, in fact, is the work you do the work you do the work you do trying to fulfill trying to fulfill . I don't think the streams . I don't think the streams . I don't think the streams well suited for well suited for well suited for something that, you know, something that, you know, something that, you know, one agent can one agent can one agent can complete in 30 seconds. complete in 30 seconds. Um, this is more for Um, this is more for such ambitious such ambitious such ambitious complex tasks. Yes complex tasks. Yes , yes. Yes, of course. , yes. Yes, of course. , yes. Yes, of course. So the question is So the question is So the question is in whether I can in whether I can in whether I can talk a little about talk a little about talk a little about contextual barriers contextual barriers contextual barriers between agents and between agents and between agents and actually about actually about actually about worldview that has worldview that has worldview that has each of the agents. Ahem, each of the agents. Ahem, each of the agents. Ahem, each of the agents each of the agents each of the agents created in created in created in own stream own stream own stream session that is physically session that is physically session that is physically is in the database is in the database is in the database data as separate data as separate data as separate context windows. So context windows. So context windows. So there is no leakage of these there is no leakage of these there is no leakage of these context windows context windows context windows through file through file through file systems or something systems or something systems or something similar to similar to similar to default. Except default. Except default. Except moreover, each of the agents moreover, each of the agents moreover, each of the agents has its own system has its own system has its own system tips. So, tips. So, tips. So, regardless of whether regardless of whether regardless of whether do you want to create

do you want to create do you want to create own system own system own system tips, or just tips, or just tips, or just ask Claude ask Claude ask Claude run system run system run system tips, you can tips, you can tips, you can to do this, and this to do this, and this to do this, and this really good really good really good way to provide way to provide way to provide completely separate completely separate completely separate person. In addition, I person. In addition, I person. In addition, I I mean that I mean that I mean that message flow message flow message flow are sent and are sent and are sent and are obtained, this is are obtained, this is are obtained, this is good way good way good way see inter-agency see inter-agency see inter-agency communication if you communication if you communication if you want to make sure want to make sure want to make sure which, as you know, which, as you know, which, as you know, agent of the middle agent of the middle agent of the middle management levels are not management levels are not management levels are not does with his own does with his own does with his own subordinate to something subordinate to something subordinate to something undesirable. But in general undesirable. But in general undesirable. But in general saying, that's how it works. saying, that's how it works. saying, that's how it works. Did you answer the Did you answer the Did you answer the your question? your question? your question? Of course. Therefore, Of course. Therefore, Of course. Therefore, the question concerns the question concerns the question concerns shared file shared file shared file the system I'm talking about the system I'm talking about the system I'm talking about remembered how about remembered how about remembered how about methodology methodology methodology subagent interactions subagent interactions subagent interactions with each other, and is there with each other, and is there with each other, and is there way to physically them way to physically them way to physically them divide. Today divide. Today divide. Today this can be done, this can be done, this can be done, just asking if just asking if just asking if Do you want yours to Do you want yours to Do you want yours to agents agents agents focused only on focused only on focused only on on a very specific on a very specific on a very specific set, for example, on set, for example, on set, for example, on subset of paths to subset of paths to subset of paths to catalogs or something catalogs or something catalogs or something such as where they such as where they such as where they do their job do their job do their job work, you would just work, you would just work, you would just asked about it. asked about it. asked about it. No permission level No permission level No permission level for paths to for paths to for paths to catalogs, but honestly catalogs, but honestly catalogs, but honestly saying it seems saying it seems saying it seems quite useful. quite useful. quite useful. Maybe we, maybe Maybe we, maybe Maybe we, maybe let's take it back and let's take it back and let's take it back and we'll be back with something we'll be back with something we'll be back with something better. Therefore, better. Therefore, better. Therefore, follow-up question follow-up question follow-up question concerned concerned concerned use of something use of something use of something like like like hooks hooks hooks for access control for access control for access control to different parts to different parts to different parts file system? Hmm, file system? Hmm, file system? Hmm, this is the way it is this is the way it is this is the way it is works in managed works in managed works in managed agents, not quite agents, not quite agents, not quite similar to similar to similar to hooks, hooks, hooks, but you really are but you really are but you really are you answer a little you answer a little you answer a little to my question, to my question, to my question, because, um, one of the because, um, one of the because, um, one of the ways to do it-in ways to do it-in ways to do it-in we are an abstraction under we are an abstraction under we are an abstraction under permission name permission name permission name tools, which, according to tools, which, according to tools, which, according to essentially, whenever essentially, whenever essentially, whenever the agent wants to read the agent wants to read the agent wants to read file, depending on file, depending on file, depending on provided by you provided by you provided by you configuration, maybe configuration, maybe configuration, maybe need your need your need your permission or yours

permission or yours permission or yours systems for systems for systems for obtaining permission. AND obtaining permission. AND obtaining permission. AND in this case, if in this case, if in this case, if you want you want you want block, you know, { block, you know, { slash} mount {slash} fubar, hmm, slash} mount {slash} fubar, hmm, slash} mount {slash} fubar, hmm, then you can just then you can just then you can just read the tool read the tool , in essence, a request that , in essence, a request that , in essence, a request that Claude does so Claude does so Claude does so read this file, read this file, read this file, check the agent, check the agent, check the agent, which one actually which one actually which one actually runs this query on runs this query on runs this query on reading, and just reading, and just reading, and just to refuse it, to refuse it, to refuse it, if, um, you don't want to, if, um, you don't want to, if, um, you don't want to, for the agent to have access. for the agent to have access. for the agent to have access. Wow, thank you. I appreciate it. AT Wow, thank you. I appreciate it. AT , you're making me laugh. , you're making me laugh. , you're making me laugh. Hmm, we're going to... Hmm, we're going to... So the question is So the question is So the question is concerns, hmm, concerns, hmm, concerns, hmm, management management management account details. Ahem account details. Ahem , well, the climax is here , well, the climax is here , well, the climax is here like this: "Oh God, a thousand like this: "Oh God, a thousand like this: "Oh God, a thousand agents–this agents–this agents–this madness. It seems madness. It seems madness. It seems dangerously simple dangerously simple dangerously simple so let them so let them so let them to walk around in to walk around in to walk around in the internet." Um, and we the internet." Um, and we the internet." Um, and we we are going to spend we are going to spend we are going to spend almost the whole second almost the whole second almost the whole second half of this half of this half of this presentations, presentations, presentations, talking about safety talking about safety talking about safety agents. Question in agents. Question in agents. Question in so is there a way so is there a way so is there a way allow human allow human allow human feedback as feedback as feedback as part of the stream. part of the stream. part of the stream. Today it is possible Today it is possible Today it is possible to implement for to implement for to implement for with the help of something that with the help of something that with the help of something that is called is called is called custom custom custom tools. On tools. On tools. On in essence, give it to Claude in essence, give it to Claude in essence, give it to Claude tool that tool that tool that asks the human asks the human asks the human feedback, and feedback, and feedback, and then Claude then Claude then Claude will ask this will ask this will ask this human reverse human reverse human reverse you have a connection when you have a connection when you have a connection when he needs it, and you he needs it, and you he needs it, and you you can provide any you can provide any what answer, what what answer, what what answer, what you wish, from this you wish, from this you wish, from this tool call. tool call. tool call. So the question is So the question is So the question is because, um, on because, um, on because, um, on example of creation example of creation example of creation operating system, operating system, operating system, uh, what if, uh, what if, uh, what if, for example, what if for example, what if for example, what if Will the thing die or something?

Will the thing die or something? Will the thing die or something? like this, and as you can see like this, and as you can see like this, and as you can see intermediate states? How are you? intermediate states? How are you? intermediate states? How are you? interact with it under interact with it under interact with it under her working hours? You her working hours? You her working hours? You Do you want to accept this? Do you want to accept this? Do you want to accept this? because because because Yes, of course. I, um, Yes, of course. I, um, Yes, of course. I, um, part of the invitation, part of the invitation, part of the invitation, asked the team asked the team asked the team documentation authors documentation authors , and I thought: , and I thought: , and I thought: use Sonnet 5.5 use Sonnet 5.5 . I like it . I like it . I like it documentation that is documentation that is documentation that is this turns out, and in this turns out, and in this turns out, and in the ends of each the ends of each the ends of each separate stream separate stream separate stream team of authors team of authors team of authors documentation documentation documentation returns to returns to returns to writing writing writing documentation about documentation about documentation about what was implemented what was implemented what was implemented at this stage, and I at this stage, and I at this stage, and I I can just go. I can just go. I can just go. to the GitHub repository and to the GitHub repository and to the GitHub repository and review review review documentation as needed documentation as needed documentation as needed its implementation. This is one its implementation. This is one its implementation. This is one of ways to do of ways to do of ways to do it. Another way, you it. Another way, you it. Another way, you asked if there was a way asked if there was a way asked if there was a way suspend or suspend or suspend or stop session? Hmm, and stop session? Hmm, and stop session? Hmm, and there is one more thing about there is one more thing about there is one more thing about we will talk we will talk we will talk later, this later, this later, this session interruption, session interruption, session interruption, so that you can so that you can so that you can interrupt the flow and interrupt the flow and interrupt the flow and to say what really to say what really to say what really you are moving in you are moving in you are moving in wrong wrong wrong direction. Please, direction. Please, direction. Please, stop here. Hmm, you stop here. Hmm, you stop here. Hmm, you you can also you can also you can also to offer Claude to offer Claude to offer Claude provide you with reports provide you with reports provide you with reports or update or update or update a certain report as far as a certain report as far as a certain report as far as execution, or execution, or execution, or update it, update it, update it, you know, usually he you know, usually he you know, usually he gives you these gives you these gives you these marked files that marked files that marked files that you can open. you can open. you can open. Yes, and one thing that Yes, and one thing that Yes, and one thing that pretty cool in pretty cool in product surface, it product surface, it what you are, regardless what you are, regardless what you are, regardless from the type, or from the type, or from the type, or do you use do you use do you use flows, or not, if in flows, or not, if in flows, or not, if in you have a record of Claude in you have a record of Claude in you have a record of Claude in a catalog of his findings, a catalog of his findings, a catalog of his findings, you have, for example, you have, for example, you have, for example, set of files for set of files for set of files for downloads that are, downloads that are, downloads that are, for example, completely for example, completely for example, completely stable with this stable with this stable with this another API surface, another API surface, another API surface, which we called which we called which we called files V1, and therefore, or, files V1, and therefore, or, files V1, and therefore, or, maybe you are writing maybe you are writing maybe you are writing commits on GitHub like this commits on GitHub like this commits on GitHub like this did CJ, and therefore there is, did CJ, and therefore there is, did CJ, and therefore there is, for example, many, for example, many, for example, many, for example, conclusions like for example, conclusions like for example, conclusions like part of these runs, part of these runs, part of these runs, which you can which you can which you can verify verify verify independently. Yes, independently. Yes, independently. Yes, the question is the question is the question is because halfway because halfway because halfway to some crazy to some crazy to some crazy ambitious problem you

ambitious problem you ambitious problem you find some find some find some information, information, information, for example, from the outside, for example, from the outside, for example, from the outside, or something that or something that or something that potentially can potentially can potentially can change trajectory change trajectory change trajectory general run. general run. general run. You just want You just want You just want burn for two days burn for two days burn for two days tokens and start with tokens and start with tokens and start with zero? So, today zero? So, today zero? So, today this will work like this: this will work like this: this will work like this: you are interrupting the session you are interrupting the session you are interrupting the session and provide additional and provide additional and provide additional information, you know, information, you know, information, you know, Lemma X actually, Lemma X actually, Lemma X actually, probably useful for probably useful for probably useful for Look at you, Claude. Look at you, Claude. Look at you, Claude. on this. And Claude, as well as on this. And Claude, as well as on this. And Claude, as well as main agent, with main agent, with main agent, with how you interact, how you interact, how you interact, has a full state has a full state has a full state flow, and it can flow, and it can flow, and it can check where he is check where he is check where he is actually stopped, actually stopped, actually stopped, to launch, by to launch, by to launch, by essentially, a new stream, essentially, a new stream, essentially, a new stream, which takes this into account which takes this into account which takes this into account information, as well as information, as well as information, as well as past history. What past history. What past history. What not today not today not today supported, so it is supported, so it is supported, so it is what you can't what you can't what you can't take the first stream, take the first stream, take the first stream, for example, the first for example, the first for example, the first plan, and insert one plan, and insert one plan, and insert one step, for example, step, for example, step, for example, in the middle, and in the middle, and in the middle, and repeat the following repeat the following repeat the following steps or something like that steps or something like that . But yes, it's like you . But yes, it's like you . But yes, it's like you introduced more introduced more introduced more information. Therefore, information. Therefore, information. Therefore, The question is: how The question is: how The question is: how game developer, game developer, game developer, let's say you want let's say you want let's say you want to introduce to introduce to introduce in-game in-game in-game telemetry, telemetry, telemetry, for example, because of something for example, because of something for example, because of something like streams. Um, like streams. Um, like streams. Um, I want to make sure I want to make sure I want to make sure What am I...Tell me, What am I...Tell me, What am I...Tell me, if I...I don't if I...I don't if I...I don't I am answering yours.

I am answering yours. I am answering yours. question, because, question, because, question, because, maybe I'm moving in maybe I'm moving in maybe I'm moving in wrong wrong wrong direction. Um, so, direction. Um, so, direction. Um, so, when I think about when I think about when I think about telemetry in this telemetry in this telemetry in this case, I'm thinking about case, I'm thinking about case, I'm thinking about information about what information about what information about what occurs during occurs during occurs during agent's work, or not agent's work, or not agent's work, or not Yes? So you could Yes? So you could Yes? So you could add an agent to any add an agent to any -what product, which -what product, which -what product, which you wish, whether it's a game, you wish, whether it's a game, you wish, whether it's a game, whether it's your website, or whether it's your website, or whether it's your website, or whatever. But whatever. But whatever. But telemetry aspect telemetry aspect telemetry aspect more like, more like, more like, what's happening what's happening what's happening now. Is it necessary? now. Is it necessary? now. Is it necessary? I need to take action. I need to take action. I need to take action. based on the fact that based on the fact that based on the fact that doing a session? Or doing a session? Or doing a session? Or I am moving in I am moving in I am moving in the right direction the right direction ? Good. So, we have ? Good. So, we have ? Good. So, we have as part of our API- as part of our API- this surface this surface this surface extremely extremely extremely rich, reliable rich, reliable rich, reliable the flow of events where you the flow of events where you the flow of events where you you can broadcast you can broadcast you can broadcast all events in mode all events in mode all events in mode real time, or real time, or real time, or you can you can you can to list them to list them to list them through static through static through static API endpoint, and API endpoint, and API endpoint, and then we...Yes, I then we...Yes, I then we...Yes, I I'm trying to think. I I'm trying to think. I I'm trying to think. I I don't know whether I don't know whether I don't know whether is it multimodal? is it multimodal? is it multimodal? That is, if you want That is, if you want That is, if you want add, for example, add, for example, add, for example, agents managed agents managed agents managed Claude, if you Claude, if you Claude, if you want to do, want to do, want to do, for example, screenshot for example, screenshot for example, screenshot games and, for example, games and, for example, games and, for example, add it and, add it and, add it and, for example, execute for example, execute for example, execute some action, I think that some action, I think that some action, I think that today it would be today it would be today it would be pretty bad pretty bad pretty bad user-friendly user-friendly user-friendly experience, because it experience, because it experience, because it it would take too long it would take too long it would take too long time, depending on time, depending on time, depending on that you that you that you trying to create trying to create trying to create in your game. But I in your game. But I in your game. But I I will say that the controlled I will say that the controlled I will say that the controlled Claude agents Claude agents Claude agents support input support input support input images, and Claude images, and Claude images, and Claude really good at it really good at it really good at it or already very good or already very good or already very good knows how to check knows how to check knows how to check image. So, image. So, image. So, perhaps there is a whole perhaps there is a whole perhaps there is a whole a world where you just a world where you just a world where you just insert a screenshot, insert a screenshot, insert a screenshot, and Claude can perform and Claude can perform and Claude can perform certain actions depending on certain actions depending on certain actions depending on what you want what you want what you want make. Now it is not make. Now it is not make. Now it is not will give up will give up will give up in real time, but in real time, but in real time, but Yes. Oh, yes. Yes, yes, Yes. Oh, yes. Yes, yes, Yes. Oh, yes. Yes, yes, absolutely. Yes, it is.

absolutely. Yes, it is. absolutely. Yes, it is. really great really great really great thought, perhaps, thought, perhaps, thought, perhaps, telemetry, telemetry, telemetry, for example, for example, for example, debugging a crash or debugging a crash or debugging a crash or something like that. You do something like that. You do something like that. You do screenshot of what screenshot of what screenshot of what happens in the game, and happens in the game, and happens in the game, and insert it into insert it into insert it into managed agent. managed agent. managed agent. It's quite possible. So It's quite possible. So It's quite possible. So the question is the question is the question is in order to share in order to share in order to share these things, right? these things, right? ? Do you want ? Do you want ? Do you want share these share these share these resources. Perhaps, resources. Perhaps, resources. Perhaps, you, for example, you, for example, you, for example, an organization that has an organization that has an organization that has set of templates set of templates set of templates agents, right? agents, right? agents, right? They are useful for you, They are useful for you, They are useful for you, and you want and you want and you want to make sure that to make sure that to make sure that you have access to them you have access to them you have access to them not only you. Today not only you. Today not only you. Today it works like this: it works like this: first, we have first, we have first, we have Terraform provider, Terraform provider, Terraform provider, which can which can which can use use use Terraform for creation Terraform for creation Terraform for creation agents. But also in agents. But also in agents. But also in we have a bunch of functions, we have a bunch of functions, we have a bunch of functions, similar to exports, similar to exports, similar to exports, in the console, which in the console, which in the console, which allow allow allow export agents export agents export agents and move them to and move them to and move them to other places, but no other places, but no other places, but no share buttons share buttons share buttons one-click access, one-click access, one-click access, which would allow which would allow which would allow share agent with share agent with share agent with other people. On other people. On other people. On In essence, we just In essence, we just In essence, we just tried to overcome tried to overcome tried to overcome barriers, so that, barriers, so that, barriers, so that, for example, take the body for example, take the body for example, take the body agent or, you know, agent or, you know, agent or, you know, any other any other any other API resource. We API resource. We API resource. We tried tried tried maximum maximum maximum simplify the process simplify the process simplify the process downloading this downloading this downloading this somewhere else. But now in somewhere else. But now in somewhere else. But now in No API No API No API first-class first-class first-class mechanism of joint mechanism of joint mechanism of joint using.

using. using. I would say that I would say that I would say that most common most common most common way to provide this way to provide this way to provide this tool to the client— tool to the client— to create it for him to create it for him to create it for him product interface. product interface. product interface. That is, you create That is, you create That is, you create your own website or your own website or your own website or something like that, or an app, something like that, or an app, something like that, or an app, and they turn to and they turn to and they turn to him and interact him and interact him and interact with him because of something that with him because of something that with him because of something that you created what is you created what is you created what is layer on top of yours layer on top of yours layer on top of yours managed agent. managed agent. managed agent. So a lot of interaction So a lot of interaction So a lot of interaction with controlled with controlled with controlled by Claude agents by Claude agents by Claude agents is happening is happening is happening directly through directly through directly through API, and many clients API, and many clients API, and many clients offer it to their offer it to their offer it to their end customers as end customers as end customers as built-in, built-in built-in, built-in built-in, built-in in the product. So, if in the product. So, if in the product. So, if You work in a very You work in a very You work in a very popular popular popular instrument instrument instrument project management project management project management with a Kanban board, and you with a Kanban board, and you with a Kanban board, and you drag one drag one drag one a card, for example, with a card, for example, with a card, for example, with one column in one column in one column in next, this can next, this can next, this can start a session start a session start a session agent under agent under agent under under the management of Claude, under the management of Claude, under the management of Claude, which, using which, using which, using API, will accelerate the flow API, will accelerate the flow API, will accelerate the flow or launch some or launch some or launch some session that does something session that does something session that does something in the background. in the background. in the background. So instead of So instead of So instead of it was a component it was a component it was a component interface, interface, interface, available available available directly and directly and directly and which one can which one can which one can use for use for use for common common common use in use in use in cloud services, this cloud services, this cloud services, this something that you something that you something that you embed in your embed in your embed in your own product. It own product. It own product. It more is happening more is happening more is happening backstage. Yes.

backstage. Yes. backstage. Yes. Judging by what they Judging by what they Judging by what they is given. Therefore, is given. Therefore, is given. Therefore, the question is the question is the question is so is there a way so is there a way so is there a way to adjust to adjust to adjust the behavior of agents, and the behavior of agents, and the behavior of agents, and not in the system not in the system not in the system agent request, not on agent request, not on agent request, not on based on the type of work, based on the type of work, based on the type of work, which you give him. Ahem, which you give him. Ahem, which you give him. Ahem, a little evasive a little evasive a little evasive answer, but I would, answer, but I would, answer, but I would, probably just probably just probably just told the system that told the system that told the system that comes out, comes out of comes out, comes out of comes out, comes out of what you want, what you want, what you want, for the agent to think about for the agent to think about ...Let's say you ...Let's say you ...Let's say you Do you know the approximate Do you know the approximate Do you know the approximate the amount of work, i.e. the amount of work, i.e. the amount of work, i.e. the agent must the agent must the agent must to perform various to perform various to perform various types of actions depending on types of actions depending on types of actions depending on this amount of work. this amount of work. this amount of work. There is no such thing. There is no such thing. There is no such thing. handles...Okay, well, handles...Okay, well, handles...Okay, well, actually I take mine actually I take mine actually I take mine words back. One of words back. One of words back. One of ways to do it, ways to do it, ways to do it, depending on, depending on, depending on, what exactly are you what exactly are you what exactly are you trying to achieve, trying to achieve, trying to achieve, is that in is that in is that in we have hands of effort on we have hands of effort on session basis. And we session basis. And we we also have we also have we also have possibility possibility possibility to redefine a certain to redefine a certain to redefine a certain a subset of fields on a subset of fields on a subset of fields on session basis. Therefore, session basis. Therefore, session basis. Therefore, if you are given if you are given if you are given task and agent, task and agent, task and agent, you can install you can install you can install these effort handles or these effort handles or these effort handles or change different change different change different agent parts agent parts agent parts depending on, depending on, depending on, What are you trying to do? What are you trying to do? What are you trying to do? achieve. I guess so.

achieve. I guess so. achieve. I guess so. I would have done it. Yes, so I would have done it. Yes, so I would have done it. Yes, so the question is how the question is how the question is how Does Claude even know? Does Claude even know? Does Claude even know? wrong? As Claude knows, in wrong? As Claude knows, in wrong? As Claude knows, in what scale is it what scale is it what scale is it work? Um, my...me work? Um, my...me work? Um, my...me I know that this is probably not I know that this is probably not I know that this is probably not the most satisfactory the most satisfactory the most satisfactory open answer, open answer, open answer, hmm, but the answer hmm, but the answer hmm, but the answer actually like this: actually like this: actually like this: grades and below grades and below grades and below value for value for value for default where default where default where you, for example, you, for example, you, for example, asking about asking about asking about stock ticker, we don't stock ticker, we don't stock ticker, we don't should launch should launch should launch a thousand agents who a thousand agents who a thousand agents who burn a pile burn a pile burn a pile tokens, right? tokens, right? tokens, right? But if you ask But if you ask But if you ask about Nav or Stokes, or not about Nav or Stokes, or not about Nav or Stokes, or not Yes? Maybe you Yes? Maybe you Yes? Maybe you it will take a while it will take a while it will take a while to strain more to strain more to strain more over the stream and over the stream and over the stream and to ask him/her to ask him/her to ask him/her specifically to do this, specifically to do this, specifically to do this, for example, for example, for example, unroll this, uh, unroll this, uh, unroll this, uh, agent level, yes, agent level, yes, agent level, yes, this level this level this level parallelization, so parallelization, so parallelization, so Yes. Okay, I think. Yes. Okay, I think. Yes. Okay, I think. we probably should we probably should we probably should continue. We have continue. We have continue. We have one more thing. Last one more thing. Last one more thing. Last question, and then, yes, question, and then, yes, question, and then, yes, we can also we can also we can also consider more consider more consider more questions at the end. questions at the end. Of course, so Of course, so the question is the question is the question is use, in fact use, in fact , markup files to , markup files to , markup files to to see what he does to see what he does to see what he does agent, as well as, agent, as well as, agent, as well as, probably, determine probably, determine probably, determine agent, etc. agent, etc. agent, etc. The right way The right way The right way do it. I think do it. I think do it. I think that there is a lot...This that there is a lot...This that there is a lot...This depends on depends on depends on for lack of a better for lack of a better for lack of a better answers.

answers. answers. The reality is that The reality is that The reality is that our API surfaces our API surfaces our API surfaces have a bunch have a bunch have a bunch functionality, functionality, functionality, depending on what depending on what depending on what you are trying you are trying you are trying make. We make. We make. We let's talk about let's talk about let's talk about accounting storage accounting storage accounting storage data on the example, data on the example, data on the example, for example, if you for example, if you for example, if you add your API key add your API key add your API key to the markup file, to the markup file, to the markup file, what are you just what are you just what are you just give Claude, this, give Claude, this, give Claude, this, probably bad, and, probably bad, and, probably bad, and, Sorry, I have to. Sorry, I have to. Sorry, I have to. to say that this is accurate to say that this is accurate to say that this is accurate badly. Don't do it. badly. Don't do it. badly. Don't do it. this. So it really is this. So it really is this. So it really is depends on depends on depends on the complexities of what the complexities of what the complexities of what you are trying you are trying you are trying express by express by express by using the API interface using the API interface . I will say that if you . I will say that if you . I will say that if you just trying just trying just trying literally have literally have literally have basic markup with basic markup with basic markup with basic set, basic set, basic set, for example, Claude, takes for example, Claude, takes for example, Claude, takes this and does something about it this and does something about it one-time, then the agent- Claude's manager, Claude's manager, Claude's manager, probably not probably not probably not correct correct correct abstraction for abstraction for abstraction for this. But many of this. But many of this. But many of "how Claude works" "how Claude works" under the hood, you know, under the hood, you know, under the hood, you know, is it essentially a text, or is it essentially a text, or is it essentially a text, or wrong? So this is wrong? So this is wrong? So this is far from the truth. far from the truth. far from the truth. Okay, okay. Okay, okay. Okay, okay. Yes, I'll just add more. Yes, I'll just add more. Yes, I'll just add more. one thing, and then we one thing, and then we one thing, and then we we can continue. we can continue. we can continue. So, it is worth considering So, it is worth considering , how certain , how certain , how certain the context is the context is the context is relevant for relevant for relevant for each subagent. each subagent. each subagent. One method is One method is One method is gradual disclosure gradual disclosure gradual disclosure this context for this context for this context for using a markdown file, using a markdown file, using a markdown file, which refers to which refers to which refers to other markdown files.

other markdown files. other markdown files. For example, if you are For example, if you are For example, if you are part of the team part of the team part of the team engineers who work engineers who work engineers who work above the core, perhaps in above the core, perhaps in above the core, perhaps in you mainly you mainly you mainly the document will be the document will be the document will be It says: "Okay, It says: "Okay, It says: "Okay, here are some documents, here are some documents, here are some documents, for example", index, for example", index, for example", index, for example, "The core is here, for example, "The core is here, for example, "The core is here, assembler here, assembler here, assembler here, "editor here." And then "editor here." And then "editor here." And then he can read he can read he can read details regarding details regarding details regarding this subagent, and I this subagent, and I this subagent, and I I can, for example, I can, for example, I can, for example, save some save some save some tokens. Therefore. Ready tokens. Therefore. Ready tokens. Therefore. Ready start? start? start? Let's do this. Let's do this. Let's do this. Yes. Yes. Yes. OK. Sorry, we OK. Sorry, we OK. Sorry, we need to move need to move need to move further. We will have further. We will have further. We will have question at the end. question at the end. question at the end. So save yours So save yours So save yours question, and we, question, and we, question, and we, probably a little probably a little probably a little Let's meet later, Let's meet later, Let's meet later, if I have to if I have to if I have to guess. We guess. We guess. We didn't even come and didn't even come and didn't even come and didn't look at didn't look at didn't look at console people. console people. console people. I hope this I hope this I hope this It worked. Uh, if It worked. Uh, if It worked. Uh, if no, we are happy to help no, we are happy to help no, we are happy to help you, uh, run you, uh, run you, uh, run your first stream, uh, your first stream, uh, your first stream, uh, later. later. later. Uh, okay. Therefore, Uh, okay. Therefore, Uh, okay. Therefore, we talked before we talked before we talked before about, or uh, mentioned about, or uh, mentioned about, or uh, mentioned about Bug Hunter, and one more about Bug Hunter, and one more about Bug Hunter, and one more a common theme that a common theme that a common theme that dropped out of the last dropped out of the last dropped out of the last AIE, been around AIE, been around AIE, been around cycles. How can we cycles. How can we cycles. How can we close these cycles, close these cycles, close these cycles, so that all these systems so that all these systems so that all these systems worked harder worked harder worked harder independently and independently and independently and autonomously? And Bug Hunter— autonomously? And Bug Hunter— this is very effective this is very effective this is very effective flow and pattern that flow and pattern that flow and pattern that we use, uh- we use, uh- oh, and I want some oh, and I want some oh, and I want some talk about him.

talk about him. talk about him. It is also available It is also available It is also available as a template, as well as in as a template, as well as in as a template, as well as in cloud code. Therefore, cloud code. Therefore, cloud code. Therefore, The idea of ​​Bug Hunter is to The idea of ​​Bug Hunter is to The idea of ​​Bug Hunter is to because you can because you can because you can create a PR, and then in create a PR, and then in create a PR, and then in you may be examined you may be examined you may be examined Bug Hunter thread, which PR and Bug Hunter thread, which PR and , uh, reveals , uh, reveals , uh, reveals problems that can problems that can problems that can to be, uh, problems to be, uh, problems to be, uh, problems with productivity or, with productivity or, with productivity or, uh, you know, like uh, you know, like uh, you know, like actual, uh, breakdowns actual, uh, breakdowns , uh, and allow you , uh, and allow you , uh, and allow you view PR faster view PR faster view PR faster as a person. So, as a person. So, as a person. So, instead of instead of instead of one agent one agent one agent viewed PR, Bug Hunter— viewed PR, Bug Hunter— this is much this is much this is much a more efficient way a more efficient way a more efficient way PR review, because PR review, because PR review, because he uses he uses he uses the thread where your code is the thread where your code is the thread where your code is is divided into is divided into is divided into fragments, each of fragments, each of fragments, each of which is transmitted which is transmitted which is transmitted a separate context. IN a separate context. IN a separate context. IN you have an agent who you have an agent who is responsible for is responsible for viewing only this viewing only this viewing only this code snippet and code snippet and code snippet and starts recording, starts recording, starts recording, can this be can this be can this be the problem is, can it the problem is, can it the problem is, can it to be a problem. Then to be a problem. Then , passing this on , passing this on , passing this on second stage, second stage, second stage, the reviewer can the reviewer can the reviewer can to say: "Okay, to say: "Okay, to say: "Okay, considering this considering this considering this code snippet, I code snippet, I code snippet, I I agree or not.

I agree or not. I agree or not. I agree with these. I agree with these. I agree with these. various problems", various problems", various problems", and then all this and then all this and then all this is displayed on one is displayed on one is displayed on one stage that can stage that can stage that can to select candidates, to select candidates, to select candidates, which can actually which can actually which can actually to be real to be real to be real problems that we problems that we problems that we need to check. need to check. So, if you were So, if you were human reviewer human reviewer human reviewer PR and viewed PR and viewed PR and viewed Do you have any code? Do you have any code? Do you have any code? there will often be context there will often be context there will often be context about different parts about different parts about different parts code base, which code base, which code base, which are not even mentioned are not even mentioned are not even mentioned as part of this PR. AND as part of this PR. AND as part of this PR. AND so we often so we often so we often we trust people we trust people we trust people continue continue continue view the code that view the code that view the code that gets to ours gets to ours gets to ours code bases. Um, but code bases. Um, but code bases. Um, but this is getting much this is getting much this is getting much more effective, more effective, more effective, because agents because agents because agents can start can start can start to inform you about to inform you about to inform you about these problems. One of these problems. One of these problems. One of things you can things you can things you can to do like a man, this to do like a man, this to do like a man, this to say something on to say something on to say something on like: "I think that like: "I think that like: "I think that this will be a problem this will be a problem this will be a problem through this other through this other through this other code base corner, code base corner, code base corner, which I know about. which I know about. which I know about. Let me Let me Let me deploy this PR and deploy this PR and deploy this PR and check if it is check if it is check if it is there will really be a problem there will really be a problem there will really be a problem and as much as she can and as much as she can and as much as she can to be great." So you to be great." So you to be great." So you can you pass this can you pass this can you pass this verification stage where you verification stage where you verification stage where you you can download, you can download, you can download, ask an agent ask an agent ask an agent download download download repository, repository, repository, try try try reproduce the error reproduce the error reproduce the error or check if or check if or check if there really is an error there really is an error there really is an error a real problem. AND a real problem. AND a real problem. AND then this then this then this will be displayed in will be displayed in will be displayed in report. In this report. In this report. In this case we just case we just case we just we say, you know, this we say, you know, this we say, you know, this report. But in practice report. But in practice report. But in practice this is added as this is added as this is added as comments on your comments on your comments on your actual PR, where Bug actual PR, where Bug actual PR, where Bug Hunter raises the issue, Hunter raises the issue, Hunter raises the issue, for example, built-in, for example, built-in, for example, built-in, and says, "Okay, you and says, "Okay, you and says, "Okay, you make this change to make this change to make this change to this file, and then this file, and then this file, and then somewhere in this somewhere in this somewhere in this a remote corner a remote corner a remote corner code base is code base is code base is will cause, will cause, will cause, for example, this one for example, this one for example, this one an unexpected problem an unexpected problem an unexpected problem for you. Um, and this can for you. Um, and this can for you. Um, and this can give you priorities, give you priorities, give you priorities, you know, it's very you know, it's very you know, it's very serious or less serious or less serious or less serious matter. Ahem, serious matter. Ahem, serious matter. Ahem, again, this is one again, this is one again, this is one from the cases when you from the cases when you from the cases when you you can, for example,

you can, for example, you can, for example, apply apply apply time calculation time calculation time calculation testing to various testing to various testing to various parts of the problem parts of the problem parts of the problem depending on your depending on your depending on your code base and code base and code base and composition, for example, whether composition, for example, whether composition, for example, whether this is a monorepository, this is a monorepository, this is a monorepository, Do you have many? Do you have many? Do you have many? various repositories various repositories various repositories etc. Bug Hunter really etc. Bug Hunter really etc. Bug Hunter really very effective very effective very effective tool that tool that tool that helps to close helps to close helps to close cycle in your PR- cycle in your PR- process. Here's how you would process. Here's how you would process. Here's how you would promoted it for promoted it for promoted it for using Cloud Code. using Cloud Code. using Cloud Code. Scaling Scaling Scaling cloud API for cloud API for cloud API for agent management agent management agent management aboard Bug Hunter. Um, and aboard Bug Hunter. Um, and aboard Bug Hunter. Um, and yes, it's about like yes, it's about like yes, it's about like how it works. Yet how it works. Yet how it works. Yet one very interesting one very interesting one very interesting process. Hmm, how much? process. Hmm, how much? process. Hmm, how much? people are following us people are following us people are following us on Twitter, Cloud Devs? You on Twitter, Cloud Devs? You on Twitter, Cloud Devs? You follow Cloud Devs at follow Cloud Devs at follow Cloud Devs at Twitter? OK. OK. AT Twitter? OK. OK. AT , you are not enough. You , you are not enough. You , you are not enough. You not enough. Yes, not enough. Yes, not enough. Yes, OK. So, if you OK. So, if you OK. So, if you follow Cloud Devs at follow Cloud Devs at follow Cloud Devs at Twitter, you will see that Twitter, you will see that Twitter, you will see that often when we often when we often when we we announce new we announce new we announce new products or new products or new products or new functions, they functions, they functions, they accompanied accompanied accompanied animated video that animated video that animated video that explains how it works explains how it works explains how it works this product or this product or this product or function. So, we function. So, we function. So, we actually actually actually we use the stream we use the stream we use the stream to create to create to create many of these videos many of these videos . And so, uh, you can . And so, uh, you can . And so, uh, you can just to say, just to say, just to say, you know, run you know, run you know, run flow and say: " flow and say: " Explain how they work Explain how they work Explain how they work dynamic workers dynamic workers dynamic workers processes. And then he processes. And then he processes. And then he can pass through can pass through can pass through each of these phases or each of these phases or each of these phases or even, uh, like even, uh, like even, uh, like substreams, or, substreams, or, substreams, or, sorry, no substreams sorry, no substreams , just separate , just separate , just separate flows if we flows if we flows if we we want. Uh, that will be it.

we want. Uh, that will be it. we want. Uh, that will be it. something like something like something like research phase. research phase. research phase. She will go and find She will go and find She will go and find all the factual details all the factual details all the factual details about how it works. AND about how it works. AND about how it works. AND plans, explores and plans, explores and plans, explores and will check the facts. AND will check the facts. AND will check the facts. AND then draw up a brief. AND then draw up a brief. AND then draw up a brief. AND then she can take then she can take then she can take this design brief and this design brief and this design brief and to pass it on to pass it on to pass it on production, which production, which production, which will create separate will create separate will create separate scenes and animates them. AND scenes and animates them. AND scenes and animates them. AND then, uh, on then, uh, on then, uh, on in practice, we have more in practice, we have more in practice, we have more one set of phases that one set of phases that one set of phases that will be engaged will be engaged will be engaged sound effects, sound effects, sound effects, voice acting, voice acting, voice acting, writing scripts writing scripts writing scripts and everyone else. And in and everyone else. And in and everyone else. And in the ends you get the ends you get the ends you get video. Uh, Explainer Studio, video. Uh, Explainer Studio, video. Uh, Explainer Studio, that's actually quite enough that's actually quite enough that's actually quite enough interesting flow in interesting flow in interesting flow in use. Um, and, uh- use. Um, and, uh- eh, like a person who eh, like a person who eh, like a person who helps a little with helps a little with helps a little with our profile in our profile in our profile in Twitter, I think so Twitter, I think so Twitter, I think so this saves me money this saves me money this saves me money a lot of time. I think that a lot of time. I think that a lot of time. I think that 4 years ago creation 4 years ago creation 4 years ago creation videos that we videos that we videos that we publish, uh, in publish, uh, in publish, uh, in Twitter, it would take me Twitter, it would take me Twitter, it would take me I don't know, 20 hours or I don't know, 20 hours or I don't know, 20 hours or something like that something like that something like that animate and make animate and make animate and make their beautiful. And now their beautiful. And now their beautiful. And now it's simple, you know, it's simple, you know, it's simple, you know, one very small one very small one very small hint, uh, go hint, uh, go hint, uh, go to the stream. Um, you too to the stream. Um, you too to the stream. Um, you too you can do it in you can do it in you can do it in Cloud Code, uh, for Cloud Code, uh, for Cloud Code, uh, for with the help of an agent with the help of an agent with the help of an agent Cloud skills manager Cloud skills manager Cloud skills manager API on board Explainer Video API on board Explainer Video API on board Explainer Video Maker. Um, and yes, just Maker. Um, and yes, just Maker. Um, and yes, just ask how...What is ask how...What is ask how...What is DNS? How does it work at all?

DNS? How does it work at all? DNS? How does it work at all? DNS? I don't know. DNS? I don't know. DNS? I don't know. Let's see. Uh, and he Let's see. Uh, and he Let's see. Uh, and he will generate a stream. Therefore, will generate a stream. Therefore, will generate a stream. Therefore, we have...Yes, we have we have...Yes, we have we have...Yes, we have a few, uh, videos that a few, uh, videos that a few, uh, videos that he created. So he created. So he created. So Let's see. Good. What Let's see. Good. What Let's see. Good. What do if task do if task do if task has too many parts has too many parts has too many parts for one agent? for one agent? for one agent? Good. So we have 300 Good. So we have 300 Good. So we have 300 contracts. We want contracts. We want so that he can go through all so that he can go through all so that he can go through all these contracts and something these contracts and something these contracts and something found. So, with found. So, with found. So, with dynamic workers dynamic workers dynamic workers agent processes agent processes agent processes the worker will write the worker will write the worker will write process. And then process. And then process. And then will find these points will find these points will find these points management changes. Therefore management changes. Therefore , server in the background , server in the background , server in the background mode will start this mode will start this mode will start this workflow. This, well workflow. This, well , it's just my voice. , it's just my voice. , it's just my voice. Yes, because we were, uh-huh. Yes, because we were, uh-huh. Yes, because we were, uh-huh. Sounds so good, right? Sounds so good, right? Sounds so good, right? wrong? No. Results wrong? No. Results wrong? No. Results are returning. They are returning. They are returning. They all united. Therefore, all united. Therefore, all united. Therefore, it's like different events, about it's like different events, about it's like different events, about which we spoke. So which we spoke. So which we spoke. So you can see that you can see that you can see that that's actually quite enough that's actually quite enough that's actually quite enough well animated well animated well animated explanation, you know how explanation, you know how explanation, you know how streams are working streams are working streams are working sessions, how to enable sessions, how to enable sessions, how to enable this is through the API, passing this is through the API, passing this is through the API, passing this argument for this argument for this argument for several agents, and several agents, and several agents, and then telling you: "Oh, then telling you: "Oh, then telling you: "Oh, yes, it's probably important yes, it's probably important yes, it's probably important set a budget. AND set a budget. AND set a budget. AND if the budget if the budget if the budget will change, you can will change, you can will change, you can or, for example, if or, for example, if or, for example, if you, uh, finish you, uh, finish you, uh, finish earlier, without wasting earlier, without wasting earlier, without wasting him, you can him, you can him, you can continue it etc.

continue it etc. ". Uh-huh. ". Uh-huh. ". Uh-huh. How do I deploy to How do I deploy to How do I deploy to YouTube, or YouTube, or YouTube, or This is not unfolding. This is not unfolding. This is not unfolding. on YouTube, no. Uh, and, uh, on YouTube, no. Uh, and, uh, on YouTube, no. Uh, and, uh, That's a good question. It, That's a good question. It, That's a good question. It, uh-huh. We must. We uh-huh. We must. We uh-huh. We must. We must. Yes. must. Yes. Right. So, if Right. So, if you, uh, okay you, uh, okay you, uh, okay subscribed to YouTube, then subscribed to YouTube, then subscribed to YouTube, then this is Claude AI's YouTube channel, this is Claude AI's YouTube channel, this is Claude AI's YouTube channel, where we did a few where we did a few where we did a few really interesting really interesting really interesting things where things where things where music is being broadcast, music is being broadcast, music is being broadcast, and uh, Claude FM recently and uh, Claude FM recently and uh, Claude FM recently broadcasted live broadcasted live broadcasted live something like that on air something like that on air something like that on air pleasant autumn pleasant autumn pleasant autumn music. Who wants music. Who wants music. Who wants see how it's done see how it's done see how it's done bicycle? Good. bicycle? Good. bicycle? Good. How many people want How many people want How many people want see how it's done see how it's done see how it's done toilet or something like that toilet or something like that toilet or something like that working? Yes, no, no, how? working? Yes, no, no, how? working? Yes, no, no, how? they are made, but how they are made, but how they are made, but how they are working. So, they are working. So, they are working. So, OK. Good, OK. Good, OK. Good, Let's see. Yes, Let's see. Yes, Let's see. Yes, toilet, I think, toilet, I think, toilet, I think, not won by much not won by much not won by much better, but yes, I better, but yes, I better, but yes, I I think we know how. I think we know how. I think we know how. bicycles work. bicycles work. bicycles work. So, yes. Also So, yes. Also So, yes. Also I like that Claude I like that Claude I like that Claude branded the video as branded the video as branded the video as we asked them, it gives we asked them, it gives we asked them, it gives something like that something like that something like that the castle that has, the castle that has, the castle that has, you know, the same you know, the same you know, the same colors and all that, huh colors and all that, huh -e, for the background, and you -e, for the background, and you -e, for the background, and you can you give it to him can you give it to him can you give it to him your own your own your own corporate identity. Yet corporate identity. Yet corporate identity. Yet one way— one way— use Claude use Claude use Claude design to give it design to give it design to give it your corporate identity your corporate identity your corporate identity and create your own and create your own and create your own design system. Therefore design system. Therefore , you can , you can , you can use use use design directly design directly design directly from the Claude AI program. AND from the Claude AI program. AND from the Claude AI program. AND then, considering your then, considering your then, considering your Claude design style, you Claude design style, you Claude design style, you you can add it to you can add it to you can add it to of its flow and of its flow and of its flow and to say something on to say something on to say something on like: "Follow the like: "Follow the like: "Follow the my brand", m-my my brand", m-my my brand", m-my brand customization.

brand customization. brand customization. And even the font at the bottom And even the font at the bottom And even the font at the bottom similar to fonts similar to fonts similar to fonts Anthropic and all that Anthropic and all that Anthropic and all that pretty cool. So this is pretty cool. So this is pretty cool. So this is really powerful really powerful really powerful tool, especially tool, especially tool, especially if you answer if you answer if you answer for video animation for for video animation for for video animation for publications in publications in publications in Internet. And yes, still Internet. And yes, still Internet. And yes, still one really interesting one really interesting one really interesting example of streams, but example of streams, but example of streams, but there are many different there are many different there are many different options options options use: whether use: whether use: whether you are trying you are trying you are trying to solve some problem to solve some problem to solve some problem really important really important really important millennium problem millennium problem , are you trying , are you trying , are you trying create a video, or create a video, or create a video, or you are trying you are trying you are trying improve your choice improve your choice improve your choice stocks, whether it's your flow stocks, whether it's your flow stocks, whether it's your flow developments. There is developments. There is developments. There is many different things, many different things, many different things, which you can which you can which you can create by create by create by using streams. using streams. So, one thing about So, one thing about which we talked a little bit about which we talked a little bit about which we talked a little bit about before, it's a few before, it's a few before, it's a few things with which things with which things with which individual people are facing individual people are facing individual people are facing agents. And this is important. agents. And this is important. agents. And this is important. the conclusion we the conclusion we the conclusion we learned within the framework learned within the framework learned within the framework dynamic workers dynamic workers dynamic workers processes, and I would like processes, and I would like processes, and I would like talk a little about talk a little about talk a little about them and how they them and how they them and how they apply to, well apply to, well , from Claude's Code and how , from Claude's Code and how , from Claude's Code and how they apply they apply they apply to agents managed to agents managed to agents managed Claude. So, one thing is this Claude. So, one thing is this Claude. So, one thing is this agent laziness, other agent laziness, other -partiality -partiality -partiality self-preferences, and self-preferences, and self-preferences, and The third is target drift. The third is target drift. So, it turns out that So, it turns out that if our question if our question if our question something like: "We have something like: "We have something like: "We have It's crashing now. Be It's crashing now. Be It's crashing now. Be please review these please review these please review these 50 different services and 50 different services and 50 different services and tell me, whether, tell me, whether, tell me, whether, you know, tell me you know, tell me you know, tell me the root cause of the failure, the root cause of the failure, the root cause of the failure, but don't touch but don't touch but don't touch production. Actually production. Actually production. Actually I don't want anything.

I don't want anything. I don't want anything. change to change to change to produced. produced. produced. Investigate if there is a failure? Investigate if there is a failure? Investigate if there is a failure? "Don't touch the production." "Don't touch the production." "Don't touch the production." One agent can have One agent can have One agent can have such a problem when such a problem when such a problem when after he after he after he sees that 35 services sees that 35 services sees that 35 services are working, he starts are working, he starts are working, he starts to convince oneself that to convince oneself that , well, everything looks , well, everything looks , well, everything looks good. Probably everything good. Probably everything good. Probably everything OK. As if to me OK. As if to me OK. As if to me not really not really not really need to look at need to look at need to look at the rest of the services. Therefore, the rest of the services. Therefore, the rest of the services. Therefore, we saw that we saw that we saw that agent laziness can agent laziness can agent laziness can to be one of the things, with to be one of the things, with to be one of the things, with encountered encountered encountered one agent, and after one agent, and after one agent, and after as he sees as he sees as he sees so many good ones, so many good ones, so many good ones, he can just he can just he can just think: "Okay, I think: "Okay, I think: "Okay, I I think everything is fine. I think everything is fine. I think everything is fine. Let me Let me Let me just don't look at just don't look at just don't look at the rest, let's the rest, let's the rest, let's let's save a few let's save a few let's save a few tokens and let's say tokens and let's say tokens and let's say to our user to our user "that everything is ready." "that everything is ready." Coordinator Coordinator encounters encounters encounters a similar problem, a similar problem, a similar problem, when can you have when can you have when can you have three subagents who three subagents who three subagents who report to the reporter report to the reporter report to the reporter or coordinator, and or coordinator, and or coordinator, and coordinator still coordinator still coordinator still must track must track how much we saw how much we saw how much we saw and are all services and are all services and are all services working? And these working? And these working? And these subagents also subagents also subagents also can become can become can become lazy in a certain way lazy in a certain way lazy in a certain way moment. So, um, you don't moment. So, um, you don't moment. So, um, you don't I really like it. I really like it. I really like it. improve the situation improve the situation if you have one if you have one if you have one agent. When we have agent. When we have agent. When we have streams, we have something streams, we have something streams, we have something like that, not like that, not like that, not necessarily necessarily necessarily deterministic, but we deterministic, but we deterministic, but we we have the opportunity we have the opportunity we have the opportunity divide them and divide them and divide them and to appoint a separate to appoint a separate to appoint a separate agent in context agent in context agent in context for each of these for each of these for each of these services. So, they services. So, they services. So, they are only responsible for are only responsible for are only responsible for its small volume its small volume its small volume work, and we can work, and we can work, and we can to get a lot to get a lot to get a lot the best answer, so the best answer, so the best answer, so what can we judge from what can we judge from what can we judge from flow, you know, flow, you know, flow, you know, to understand all 50 to understand all 50 to understand all 50 services and services and services and appoint an agent appoint an agent appoint an agent for each of these for each of these for each of these services to services to services to check if this check if this check if this The service is working. And to The service is working. And to The service is working. And to we know the end for sure we know the end for sure that checked each that checked each that checked each service. So, it's like service. So, it's like service. So, it's like to understand and to understand and to understand and to loop information to loop information , made by combining

, made by combining . Partiality . Partiality . Partiality self-preferences. self-preferences. self-preferences. If you ask If you ask If you ask agent to write a poem, agent to write a poem, agent to write a poem, and then ask and then ask and then ask agent, is that good? agent, is that good? agent, is that good? He will say "yes". Hmm, this is He will say "yes". Hmm, this is He will say "yes". Hmm, this is quite a common thing. quite a common thing. quite a common thing. If you ask If you ask If you ask write to the agent write to the agent write to the agent some code, and then some code, and then some code, and then ask if it's good ask if it's good ask if it's good code? He will say "yes". AND code? He will say "yes". AND code? He will say "yes". AND this is because, as this is because, as this is because, as As a rule, it was the one As a rule, it was the one As a rule, it was the one who did the work, and who did the work, and who did the work, and the one who is satisfied the one who is satisfied the one who is satisfied work done. work done. work done. So, if you can So, if you can So, if you can share it, you share it, you share it, you get the best get the best get the best results. We know results. We know results. We know this is from the template this is from the template this is from the template consultant, where consultant, where consultant, where there may be one of you there may be one of you there may be one of you an agent who is an agent who is an agent who is generator, and one generator, and one generator, and one agent who evaluates agent who evaluates agent who evaluates the results of this. the results of this. the results of this. Supposedly, uh, Supposedly, uh, Supposedly, uh, using this using this using this gap in gap in gap in discriminators discriminators discriminators generator. But when generator. But when generator. But when you really have you really have you really have a huge problem, a huge problem, a huge problem, you anyway you anyway you anyway you will encounter this pro you will encounter this pro -this, you will encounter -this, you will encounter -this, you will encounter a situation where your a situation where your a situation where your composition is not necessary composition is not necessary composition is not necessary will scale will scale will scale to what you need to what you need to what you need level without these separate level without these separate level without these separate and clear and clear and clear control points. control points. So, with the help of So, with the help of flow, we can flow, we can flow, we can distribute the actions between distribute the actions between distribute the actions between many different many different many different agents and have agents and have agents and have competitive review, competitive review, competitive review, which has its own which has its own which has its own isolated context isolated context , which is not at all , which is not at all influenced by previous influenced by previous checks. The last one is checks. The last one is checks. The last one is target shift. So, if target shift. So, if target shift. So, if do you remember do you remember do you remember initial question initial question initial question was something like: " was something like: " Go out, take a look.

Go out, take a look. Go out, take a look. all these services and all these services and all these services and Tell me, is everything okay? Tell me, is everything okay? Tell me, is everything okay? "in order", but the last one, "in order", but the last one, "in order", but the last one, what I said was: "No what I said was: "No what I said was: "No "touch the clues." "touch the clues." "touch the clues." Right? So, if Right? So, if Right? So, if we fill the window we fill the window we fill the window context and context and context and squeeze it, we squeeze it, we squeeze it, we fill the window fill the window fill the window context and context and context and squeeze it, we squeeze it, we squeeze it, we we go through all we go through all we go through all these services, then we these services, then we these services, then we we can be not only we can be not only we can be not only lazy and provide lazy and provide lazy and provide own preference own preference own preference answers, but this one too answers, but this one too answers, but this one too "do not touch" element "do not touch" element "do not touch" element "stimulus" can "stimulus" can "stimulus" can potentially potentially potentially to get lost in this to get lost in this to get lost in this process. Therefore, it is important process. Therefore, it is important process. Therefore, it is important remember that when remember that when remember that when contexts are growing contexts are growing contexts are growing and grow, we and grow, we and grow, we we can lose we can lose we can lose idea of ​​what kind idea of ​​what kind idea of ​​what kind was our goal. Then was our goal. Then was our goal. Then how are we with the flow how are we with the flow how are we with the flow we can get very we can get very we can get very specific goal for specific goal for specific goal for beginning, and since in beginning, and since in beginning, and since in we are all these separate we are all these separate we are all these separate contexts, we can contexts, we can contexts, we can make sure that this make sure that this make sure that this the goal is very consistent the goal is very consistent the goal is very consistent copied by everyone copied by everyone copied by everyone from subagents for all from subagents for all from subagents for all different phases. different phases. So, I'm a little early. So, I'm a little early. mentioned it, but I mentioned it, but I mentioned it, but I I think that one of I think that one of the most important things, the most important things, when you do these when you do these when you do these quite large quite large quite large agency agency agency load, there is load, there is load, there is make sure that you make sure that you make sure that you don't do bad things don't do bad things don't do bad things things or your agents things or your agents things or your agents don't do bad things don't do bad things don't do bad things things while working.

things while working. things while working. And now we move on. And now we move on. And now we move on. from one agent to from one agent to from one agent to potentially hundreds, potentially hundreds, potentially hundreds, Yes? So, how do we Yes? So, how do we Yes? So, how do we scale our scale our scale our security system to security system to security system to we are mainly we are mainly we are mainly tracked that tracked that tracked that is happening, and so that is happening, and so that is happening, and so that nothing bad nothing bad nothing bad happened on the platform? happened on the platform? And that will be enough. And that will be enough. technically difficult, technically difficult, technically difficult, because, first of all, I because, first of all, I because, first of all, I I think it's true. I think it's true. I think it's true. important, but secondly, important, but secondly, important, but secondly, we thought a lot about we thought a lot about we thought a lot about abstractions of our API, abstractions of our API, abstractions of our API, to do to do to do creating safe creating safe creating safe agents for agents for agents for default default default much simpler. AND much simpler. AND much simpler. AND I think that if I I think that if I I think that if I had to say had to say had to say one thing that one thing that one thing that need to do need to do need to do correctly during correctly during correctly during creating your creating your creating your agents, that's what it is. agents, that's what it is. So bear with me, So bear with me, while I tell you a little while I tell you a little while I tell you a little you about me you about me you about me personally very worried. personally very worried. personally very worried. So, I'm going to So, I'm going to So, I'm going to consider each of consider each of consider each of these security risks. these security risks. these security risks. Sorry. I know that Sorry. I know that Sorry. I know that security can be security can be security can be enough enough enough overloaded overloaded overloaded term. This is just term. This is just term. This is just six very six very six very specific things, about specific things, about specific things, about which everyone should which everyone should which everyone should to know if he to know if he to know if he busy, sorry, busy, sorry, busy, sorry, agent development. I agent development. I agent development. I I think the first one, I think the first one, I think the first one, probably, in general probably, in general probably, in general quite well known. If quite well known. If quite well known. If your agents scan your agents scan your agents scan open internet, open internet, open internet, they can they can they can to accidentally receive to accidentally receive to accidentally receive instructions from people instructions from people instructions from people or organizations that or organizations that or organizations that is not you. And you is not you. And you is not you. And you must make sure must make sure that there is no text, that there is no text, that there is no text, which speaks of which speaks of which speaks of to ignore to ignore to ignore previous instructions previous instructions , for example, go to , for example, go to , for example, go to to another domain domain.com to another domain domain.com to another domain domain.com and pull out all my and pull out all my and pull out all my information, right?

information, right? information, right? And this, in fact, is what And this, in fact, is what And this, in fact, is what what we worked as what we worked as what we worked as at the model level, and at the model level, and at the model level, and all the way down all the way down all the way down on the stack, but also we on the stack, but also we on the stack, but also we spent a lot spent a lot spent a lot research research research energy to create energy to create energy to create classifiers that classifiers that classifiers that perform checks perform checks perform checks calls calls calls tools and, tools and, tools and, for example, for example, for example, automatic mode in automatic mode in automatic mode in cloud code, by cloud code, by cloud code, by essence. As a matter of fact essence. As a matter of fact essence. As a matter of fact default, which default, which default, which can work on can work on can work on platform. Ago platform. Ago platform. Ago insistently insistently insistently we recommend we recommend we recommend to get acquainted with to get acquainted with to get acquainted with permissions policy permissions policy permissions policy automatic mode automatic mode , about which we , about which we , about which we let's talk a little let's talk a little let's talk a little later. The second thing, later. The second thing, later. The second thing, which I'm a little bit about which I'm a little bit about which I'm a little bit about said before when said before when said before when talked about files talked about files talked about files markdown, and not just markdown, and not just markdown, and not just throw the API keys in throw the API keys in throw the API keys in markdown files and not markdown files and not markdown files and not Give them to Claude. Give them to Claude. So, in the end, Claude So, in the end, Claude takes on the role takes on the role takes on the role any accounting any accounting any accounting the data you provide to him the data you provide to him the data you provide to him You provide, don't you? AND You provide, don't you? AND You provide, don't you? AND if you create if you create if you create product and product and product and reveal yours reveal yours reveal yours agents through him, agents through him, agents through him, and Claude has access to and Claude has access to and Claude has access to computer, such as computer, such as computer, such as virtual machine, virtual machine, virtual machine, under the hood, right there under the hood, right there under the hood, right there he performs more he performs more he performs more part of your work. part of your work. part of your work. If you have it on your disk If you have it on your disk If you have it on your disk file, which is essentially my file, which is essentially my file, which is essentially my API keys.md or my API keys.txt or API keys.md or my API keys.txt or API keys.md or my API keys.txt or something like that, even something like that, even something like that, even if you do it if you do it if you do it hidden file, hidden file, hidden file, even if you even if you even if you put it in put it in put it in secret catalog, secret catalog, secret catalog, there is always a possibility, there is always a possibility, there is always a possibility, that he somehow that he somehow that he somehow It will leak, right?

It will leak, right? It will leak, right? Regardless of whether Regardless of whether Regardless of whether is this a user, is this a user, is this a user, who is looking for a way who is looking for a way who is looking for a way ask Claude if your ask Claude if your ask Claude if your product to get product to get product to get its. Always exists its. Always exists its. Always exists the risk that this the risk that this the risk that this plain text somewhere plain text somewhere plain text somewhere can go outside. AND can go outside. AND can go outside. AND that's why we created that's why we created that's why we created whole set whole set whole set abstractions, so that abstractions, so that abstractions, so that to guarantee that to guarantee that to guarantee that credentials never credentials never credentials never will not touch will not touch will not touch sandboxes. And this sandboxes. And this sandboxes. And this incredibly important incredibly important incredibly important solution, and I solution, and I solution, and I I will tell you about it. I will tell you about it. I will tell you about it. in detail later. in detail later. in detail later. Another or third Another or third Another or third the option is a leak the option is a leak the option is a leak data. If your agent data. If your agent data. If your agent has access to has access to has access to confidential confidential confidential information you want information you want information you want make sure that he make sure that he make sure that he does not transmit this does not transmit this does not transmit this confidential confidential confidential information to third parties information to third parties information to third parties to people who are not you. to people who are not you. to people who are not you. In addition, you want In addition, you want In addition, you want make sure that your make sure that your make sure that your the agent does not exceed that the agent does not exceed that that you have entrusted to him. that you have entrusted to him. that you have entrusted to him. I talked a little about I talked a little about I talked a little about budgets earlier. There is also budgets earlier. There is also budgets earlier. There is also other restrictions that other restrictions that other restrictions that you can install you can install you can install on the platform. Except on the platform. Except on the platform. Except that you want that you want that you want make sure that your make sure that your make sure that your agents are not working agents are not working agents are not working outside of your own, uh outside of your own, uh , its managed , its managed , its managed zones by setting zones by setting zones by setting permission policies permission policies permission policies for the agent so they can for the agent so they can for the agent so they can to work only to work only to work only tools to which tools to which tools to which you provide to the agent you provide to the agent you provide to the agent access. And last but not least access. And last but not least access. And last but not least no less important, it no less important, it no less important, it quite an important condition quite an important condition –to have a certain –to have a certain –to have a certain the visibility of what the visibility of what the visibility of what does the agent. Such does the agent. Such does the agent. Such way, we have way, we have way, we have stable flow stable flow stable flow events, which has events, which has events, which has essentially complete essentially complete essentially complete the trajectory of everything that the trajectory of everything that the trajectory of everything that does your agent does your agent does your agent throughout throughout throughout of his life of his life of his life cycle. So, your cycle. So, your cycle. So, your working as a developer working as a developer – these are three different things.

– these are three different things. – these are three different things. We like this We like this We like this nice, very nice, very nice, very memorable, memorable, memorable, advertisement, advertisement, advertisement, retention, detection. retention, detection. retention, detection. Um, but this is reality, Um, but this is reality, Um, but this is reality, isn't that right? You must isn't that right? You must isn't that right? You must declare what is yours declare what is yours declare what is yours agent that he has agent that he has agent that he has allow that he can allow that he can allow that he can to do, what person to do, what person to do, what person he must have, he must have, he must have, skills, tools skills, tools skills, tools etc. And then, as if etc. And then, as if etc. And then, as if there was no part of it" there was no part of it" contain" literally contain" literally contain" literally describes the physical describes the physical describes the physical agent restrictions. agent restrictions. agent restrictions. So how do you restrain So how do you restrain So how do you restrain agent, so that even in agent, so that even in agent, so that even in worst case scenario worst case scenario worst case scenario the harm he can do the harm he can do the harm he can do to inflict open to inflict open to inflict open Internet, was Internet, was Internet, was minimal? And exactly minimal? And exactly minimal? And exactly here we have very clear here we have very clear here we have very clear configurations in your configurations in your configurations in your environmental policy, environmental policy, environmental policy, where you can say, where you can say, where you can say, what can you get what can you get what can you get access only to these access only to these access only to these domains or only to domains or only to domains or only to web search, but not to web search, but not to web search, but not to web download, or web download, or web download, or on the contrary, depending on on the contrary, depending on on the contrary, depending on your needs. AND your needs. AND your needs. AND last but not least last but not least last but not least important, that important, that important, that stable flow stable flow stable flow events that I am talking about events that I am talking about events that I am talking about I keep saying, there is I keep saying, there is I keep saying, there is very important very important very important by detection method by detection method by detection method things that things that things that taking place in taking place in taking place in real-time real-time real-time time. And if the agent time. And if the agent time. And if the agent does something you does something you does something you dissatisfied, dissatisfied, dissatisfied, depending on your depending on your depending on your definition " definition " pleasure, you pleasure, you pleasure, you you can always you can always you can always listen to these listen to these listen to these event streams in mode event streams in mode event streams in mode real-time and real-time and real-time and interrupt immediately interrupt immediately interrupt immediately any sessions that any sessions that any sessions that go in another go in another go in another direction than you direction than you direction than you I would like to. Ahem, I would like to. Ahem, I would like to. Ahem, Let's see. Steeply.

Let's see. Steeply. Let's see. Steeply. So, when we are in April So, when we are in April So, when we are in April launched guided launched guided launched guided agents Claude, arose agents Claude, arose agents Claude, arose almost a meme that almost a meme that almost a meme that Anthropic decided Anthropic decided Anthropic decided controversy, right? controversy, right? controversy, right? Brain and hands must Brain and hands must Brain and hands must be divided into be divided into be divided into creation time creation time creation time agent agent agent infrastructure. And, as infrastructure. And, as infrastructure. And, as Be careful with jokes, we Be careful with jokes, we Be careful with jokes, we we think that this is very we think that this is very we think that this is very important component important component important component our infrastructure our infrastructure , which makes security , which makes security , which makes security possible for possible for possible for default. Idea default. Idea default. Idea is that is that is that the brain, which is a cycle, the brain, which is a cycle, the brain, which is a cycle, what actually performs what actually performs what actually performs conclusion in conclusion in conclusion in general agent general agent general agent armor, as well as armor, as well as armor, as well as session state, that is, session state, that is, session state, that is, what's happening what's happening what's happening throughout throughout throughout life cycle life cycle life cycle each agent and each agent and each agent and session, completely session, completely session, completely separated from separated from separated from what we call what we call what we call by Claude's hands, that is by Claude's hands, that is by Claude's hands, that is places where the agent places where the agent places where the agent can actually work can actually work can actually work in the real world. AND in the real world. AND in the real world. AND can you imagine the hands can you imagine the hands can you imagine the hands how to run grep on how to run grep on how to run grep on computer to which computer to which computer to which Claude has access. You Claude has access. You Claude has access. You you can imagine it as you can imagine it as you can imagine it as special special special tool, or rather tool, or rather tool, or rather special special special a tool that can a tool that can a tool that can work on your work on your work on your Mac OS computer, about Mac OS computer, about Mac OS computer, about which we spoke which we spoke which we spoke earlier. In general earlier. In general earlier. In general saying, shouldn't saying, shouldn't saying, shouldn't there is no way there is no way there is no way give the hand access and give the hand access and give the hand access and to completely control to completely control to completely control any brain any brain any brain in a way that can in a way that can in a way that can consider harmful. AND consider harmful. AND consider harmful. AND this is the key thing in that this is the key thing in that this is the key thing in that how do we separate how do we separate how do we separate all secret all secret all secret information that has information that has information that has be available in be available in be available in brain and fascicle, from brain and fascicle, from brain and fascicle, from hands themselves. And so it is, hands themselves. And so it is, hands themselves. And so it is, hmm, this one is real hmm, this one is real hmm, this one is real interesting way in which interesting way in which interesting way in which we made sure that we made sure that we made sure that accounting entry accounting entry accounting entry data is working. And I data is working. And I data is working. And I I think I'll tell you.

I think I'll tell you. I think I'll tell you. a little about it a little about it a little about it more details later, more details later, more details later, if I am correct if I am correct if I am correct I remember, but, hmm, idea I remember, but, hmm, idea I remember, but, hmm, idea is that is that is that every container that every container that every container that has access to any has access to any What secret are you? What secret are you? What secret are you? just completely just completely just completely you are forging secrets, you are forging secrets, you are forging secrets, isn't that right? These values isn't that right? These values isn't that right? These values not really not really not really work if you work if you work if you trying trying trying to cause, for example, to cause, for example, to cause, for example, my API.com with this my API.com with this my API.com with this secret. And only on secret. And only on secret. And only on exit, hmm, on this exit, hmm, on this exit, hmm, on this outgoing proxy- outgoing proxy- equal here, on the right, equal here, on the right, equal here, on the right, these credentials these credentials these credentials are actually replaced are actually replaced are actually replaced by what is factual by what is factual by what is factual account details. account details. So there is no way So there is no way to physically prompt to physically prompt to physically prompt Claude or, um, give Claude or, um, give Claude or, um, give access to the sandbox, access to the sandbox, access to the sandbox, get these accounts get these accounts get these accounts data from the sandbox or data from the sandbox or data from the sandbox or from Claude's brain. Hmm, this is from Claude's brain. Hmm, this is from Claude's brain. Hmm, this is as if completely as if completely as if completely separates separates separates agency things from, agency things from, agency things from, hmm, the most accounting hmm, the most accounting hmm, the most accounting data. So, I already data. So, I already data. So, I already supposedly did it, but, supposedly did it, but, supposedly did it, but, like you, for like you, for like you, for default, default, default, you know, you shouldn't you know, you shouldn't you know, you shouldn't to be able to to be able to to be able to to force oneself to force oneself to force oneself to use oneself to use oneself to use oneself Cloud Manager agents or Cloud Manager agents or Cloud Manager agents or create any create any create any agency workers agency workers agency workers load to load to load to your leak your leak your leak credentials was credentials was credentials was possible. So, possible. So, possible. So, certainly, certainly, certainly, certainly, certainly, certainly, definitely, treat definitely, treat definitely, treat seriously. I seriously. I seriously. I I think that is very I think that is very I think that is very importantly. So, I importantly. So, I importantly. So, I I give the floor to CJ, I give the floor to CJ, I give the floor to CJ, for him to talk about for him to talk about for him to talk about it. Yes, it. Yes, it. Yes, we will consider each of we will consider each of we will consider each of these things and how you these things and how you these things and how you you can manage them you can manage them you can manage them with API. So, again with API. So, again with API. So, again yes, one of yes, one of yes, one of important ways important ways important ways to provide to provide to provide agent containment agent containment agent containment Cloud Manager, and we are already Cloud Manager, and we are already Cloud Manager, and we are already talked about it talked about it talked about it several times, that is several times, that is several times, that is setting a budget setting a budget . And therefore we can . And therefore we can . And therefore we can to say: "Okay, to say: "Okay, to say: "Okay, start this process.

start this process. start this process. You have $1.25." Uh-huh You have $1.25." Uh-huh , and then, if he , and then, if he , and then, if he will reach $1.25, and the flow will reach $1.25, and the flow will reach $1.25, and the flow will not be completed, will not be completed, will not be completed, then you can then you can then you can decide whether you want decide whether you want decide whether you want you increase the budget and you increase the budget and you increase the budget and allow him allow him allow him continue continue continue to be fulfilled, and to him to be fulfilled, and to him to be fulfilled, and to him won't have to won't have to won't have to repeat none of repeat none of repeat none of work already completed, work already completed, work already completed, um, or you can um, or you can um, or you can just say: " just say: " Okay, that's what we Okay, that's what we Okay, that's what we planned in planned in planned in budget for this budget for this budget for this specific session." specific session." specific session." So, every time you So, every time you So, every time you launch any launch any launch any session, regardless of session, regardless of session, regardless of whether these are streams, you whether these are streams, you whether these are streams, you can you can you can you use this use this use this budget. And that's great. budget. And that's great. budget. And that's great. combined with another combined with another combined with another part of the managed part of the managed part of the managed Claude's agents, which Claude's agents, which Claude's agents, which called " called " Results. So Results. So Results. So a combination of these two a combination of these two a combination of these two things are really wonderful, things are really wonderful, things are really wonderful, because now you because now you because now you you can say: "I you can say: "I you can say: "I I would like to receive this. I would like to receive this. I would like to receive this. result. Here result. Here result. Here the result that I the result that I the result that I I want, and the rubric that I I want, and the rubric that I I want, and the rubric that I "I'm waiting, but here's the budget." "I'm waiting, but here's the budget." "I'm waiting, but here's the budget." To achieve this To achieve this To achieve this result, result, result, considering this considering this considering this budget. Um, and the budget, budget. Um, and the budget, budget. Um, and the budget, again, this again, this again, this the way is simple the way is simple the way is simple to make sure that we to make sure that we to make sure that we restrain and not restrain and not restrain and not we allow this we allow this we allow this agents just agents just agents just continue continue continue spend tokens spend tokens spend tokens unexpectedly. Second unexpectedly. Second unexpectedly. Second code example below code example below code example below shows how to shows how to shows how to interrupt the flow interrupt the flow interrupt the flow in the middle of the process for in the middle of the process for in the middle of the process for using API. So, you using API. So, you using API. So, you you can just you can just you can just broadcast this event broadcast this event broadcast this event user.interrupt, and this user.interrupt, and this user.interrupt, and this will stop the flow, and will stop the flow, and will stop the flow, and then you can then you can then you can repeatedly repeatedly repeatedly to offer Claude to offer Claude to offer Claude or, um, do everything, or, um, do everything, or, um, do everything, what do you need to what do you need to what do you need to continue. So, this is continue. So, this is continue. So, this is two different things. Therefore, two different things. Therefore, two different things. Therefore, one of them is the budget, one of them is the budget, one of them is the budget, another one–you can another one–you can another one–you can to interrupt in the middle to interrupt in the middle to interrupt in the middle session that session that session that is being done. Therefore, is being done. Therefore, is being done. Therefore, one option for one option for one option for checks–take checks–take checks–take the flow that you the flow that you the flow that you launched today, and launched today, and launched today, and then install then install then install budget lower than that budget lower than that budget lower than that which one are you expecting which one are you expecting which one are you expecting exceed, perhaps, exceed, perhaps, exceed, perhaps, for a dollar or something like that, for a dollar or something like that, for a dollar or something like that, and then run and then run and then run flow, increase flow, increase flow, increase budget, observe, budget, observe, budget, observe, as it continues,

as it continues, as it continues, so that you can have a little so that you can have a little so that you can have a little to experiment with to experiment with to experiment with hereby. The second thing we are talking about hereby. The second thing we are talking about hereby. The second thing we are talking about they said, -this they said, -this they said, -this the opportunity to have the opportunity to have the opportunity to have verification agent, verification agent, verification agent, who views all who views all who views all your sessions and your sessions and your sessions and understands what happened in understands what happened in understands what happened in within this session, within this session, within this session, and gets an idea and gets an idea and gets an idea about which about which about which the tools were the tools were the tools were caused, and whether caused, and whether caused, and whether something happened something happened something happened unexpected in any unexpected in any Which of these sessions? Which of these sessions? Which of these sessions? This is another case. This is another case. This is another case. use when you use when you use when you you can run you can run you can run managed agent managed agent managed agent Claude with a hint: "Here Claude with a hint: "Here Claude with a hint: "Here what I want you to do what I want you to do what I want you to do "were looking for what happened." AND "were looking for what happened." AND "were looking for what happened." AND since we have this since we have this since we have this reliable magazine and reliable magazine and reliable magazine and every event that every event that every event that happened, you can happened, you can happened, you can get this get this get this transcript by transcript by transcript by using API and using API and using API and to pass it on to pass it on to pass it on managed agent with managed agent with managed agent with with the words: " with the words: " Check out this whole thing Check out this whole thing Check out this whole thing transcript and all these transcript and all these transcript and all these previous transcripts previous transcripts previous transcripts in the last week in the last week in the last week or something like that or something like that or something like that tell me whether tell me whether tell me whether my agents did my agents did my agents did something unexpected, or something unexpected, or something unexpected, or have access to have access to have access to something something something unpredictable, unpredictable, unpredictable, did they cause any did they cause any did they cause any strange or unexpected strange or unexpected strange or unexpected tools." Therefore, tools." Therefore, tools." Therefore, this is another convenient thing, this is another convenient thing, this is another convenient thing, which you can do which you can do , is to create , is to create , is to create managed agent managed agent managed agent Claude, pass it on to him Claude, pass it on to him Claude, pass it on to him sessions for today and sessions for today and sessions for today and simply ask: "Does simply ask: "Does simply ask: "Does something strange happened something strange happened something strange happened during these sessions?

during these sessions? The last one, and I think that The last one, and I think that this is actually this is actually this is actually the simplest option the simplest option if you have today if you have today if you have today are there any integrations are there any integrations are there any integrations managed agents managed agents managed agents Claude, this is to take yours Claude, this is to take yours Claude, this is to take yours permissions policy permissions policy permissions policy or with "always" or with "always" or with "always" to ask", or with "e- to ask", or with "e- e", and turn on e", and turn on e", and turn on automatic mode. automatic mode. automatic mode. Turn on Turn on Turn on automatic mode. automatic mode. automatic mode. It's something like It's something like It's something like super-super important super-super important , and also very, very , and also very, very , and also very, very low level or low level or low level or something like low something like low something like low hanging fruit. We hanging fruit. We hanging fruit. We spent a lot spent a lot spent a lot research, and there are some research, and there are some research, and there are some public research public research public research about how, you know, about how, you know, about how, you know, when was your laptop when was your laptop when was your laptop open and a little open and a little open and a little cracked, and you are in cracked, and you are in cracked, and you are in park, and Claude park, and Claude park, and Claude constantly asks you: constantly asks you: constantly asks you: "Do you approve?", and everyone "Do you approve?", and everyone "Do you approve?", and everyone like this: "Two two two two like this: "Two two two two like this: "Two two two two two. Yes, yes, yes, yes, two. Yes, yes, yes, yes, two. Yes, yes, yes, yes, Yes. Approve, Yes. Approve, Yes. Approve, to approve, to approve. to approve, to approve. to approve, to approve. You know, about 97% You know, about 97% cases we, as people, cases we, as people, cases we, as people, click "approve" click "approve" ", and so, yes, we ", and so, yes, we ", and so, yes, we we are easily swayed, we are easily swayed, we are easily swayed, simply saying, "Yes, simply saying, "Yes, simply saying, "Yes, "Yes, yes." But Claude "Yes, yes." But Claude "Yes, yes." But Claude much more patient much more patient , and in automatic , and in automatic , and in automatic mode he can mode he can mode he can to determine whether to determine whether to determine whether safe separate safe separate safe separate call the tool, call the tool, call the tool, Will he use any? Will he use any? Will he use any? destructive actions, and whether destructive actions, and whether destructive actions, and whether is it really worth it? is it really worth it? is it really worth it? to do it. So, in to do it. So, in to do it. So, in automatic mode automatic mode automatic mode everything you need everything you need everything you need to do, this to do, this to do, this switch from " switch from " always ask" always ask" always ask" on automatic on automatic on automatic mode or any mode or any mode or any your policy your policy your policy permits for today, permits for today, permits for today, and this is the simplest, uh and this is the simplest, uh , low-hanging , low-hanging , low-hanging fruit. Yes fruit. Yes fruit. Yes perfectly. So, I want perfectly. So, I want perfectly. So, I want a little more detail a little more detail a little more detail to consider the topic to consider the topic to consider the topic the storage I'm talking about the storage I'm talking about the storage I'm talking about mentioned earlier, and mentioned earlier, and mentioned earlier, and why do we think that why do we think that why do we think that account management account management account management data is as follows data is as follows data is as follows an important part an important part an important part any platform, any platform, any platform, on which you run on which you run on which you run their agents. So, in their agents. So, in their agents. So, in in this example we in this example we in this example we we use Twilio API we use Twilio API we use Twilio API through a variable through a variable through a variable environment. So, in environment. So, in environment. So, in naive situation we naive situation we naive situation we would like to take our would like to take our would like to take our container, or rather, container, or rather,

container, or rather, our session, perhaps, our session, perhaps, our session, perhaps, download file, download file, download file, which contains this key which contains this key which contains this key Twilio API so that our Twilio API so that our Twilio API so that our agents could him agents could him agents could him read, and then read, and then read, and then actually cause actually cause actually cause Twilio API from this Twilio API from this Twilio API from this container, if it container, if it container, if it is trying to fulfill is trying to fulfill is trying to fulfill some action, say, in some action, say, in some action, say, in Python script. But Python script. But Python script. But the problem again the problem again the problem again consists of all these consists of all these consists of all these simple text simple text simple text things I've already talked about things I've already talked about things I've already talked about I'm talking for a minute. I'm talking for a minute. I'm talking for a minute. Instead of Instead of Instead of to be thrown out of to be thrown out of to be thrown out of container for container for container for default, you default, you default, you can you can you can you use use use credentials and credentials and credentials and accounting storage accounting storage accounting storage data for management data for management data for management these secrets. Therefore, these secrets. Therefore, these secrets. Therefore, in this case we in this case we in this case we we use we use we use credentials credentials credentials storage to create storage to create , uh, for storage , uh, for storage , uh, for storage our Twilio API key as our Twilio API key as our Twilio API key as environment variable, and environment variable, and environment variable, and this is the insertion site in this is the insertion site in this is the insertion site in mainly intended mainly intended mainly intended for all output for all output for all output network at the exit from network at the exit from network at the exit from container. Where am I? container. Where am I? container. Where am I? I expect that the secret I expect that the secret I expect that the secret will appear? Am I expecting? will appear? Am I expecting? that he will be in token- that he will be in token- output carrier? Am I output carrier? Am I output carrier? Am I I expect him to be I expect him to be I expect him to be literally in the body literally in the body literally in the body request? Uh, you can. request? Uh, you can. request? Uh, you can. to set up, uh, on to set up, uh, on to set up, uh, on basis of this field. basis of this field. basis of this field. In addition, the network hash In addition, the network hash In addition, the network hash here with this allowed here with this allowed here with this allowed hosting is, in essence, hosting is, in essence, hosting is, in essence, where is taken into account where is taken into account where is taken into account domain X call, uh, domain X call, uh, domain X call, uh, what, where, or, excuse me, what, where, or, excuse me, what, where, or, excuse me, considering our considering our considering our credentials X, which credentials X, which credentials X, which domain we must domain we must domain we must to substitute for to substitute for to substitute for exit? Because if exit? Because if exit? Because if we are just naive we are just naive we are just naive could guess these could guess these could guess these secrets, uh, and/or these secrets, uh, and/or these secrets, uh, and/or these filler secrets, filler secrets, filler secrets, which exist in which exist in which exist in container, we do not container, we do not container, we do not we want our key we want our key we want our key Twilio API ever Twilio API ever Twilio API ever I went out, I don't know, I went out, I don't know, I went out, I don't know, for example, on mydomain.com.

for example, on mydomain.com. for example, on mydomain.com. Uh, yes very, very Uh, yes very, very Uh, yes very, very important, uh, safe important, uh, safe important, uh, safe to handle these things. AND to handle these things. AND to handle these things. AND then, as soon as you then, as soon as you then, as soon as you create your own create your own create your own credentials credentials credentials inside your inside your inside your storage, you just storage, you just storage, you just you transfer them there. AND you transfer them there. AND you transfer them there. AND when you create when you create when you create your session, platform your session, platform your session, platform will be enough will be enough will be enough smart enough to know, smart enough to know, smart enough to know, for example, that for example, that for example, that is in is in is in storage and what storage and what storage and what secrets exist, but secrets exist, but secrets exist, but output levels, which, um, output levels, which, um, output levels, which, um, filler secrets filler secrets filler secrets exist, she can, exist, she can, exist, she can, for example, to determine, for example, to determine, for example, to determine, how to insert how to insert how to insert correct values. correct values. correct values. We also talked about We also talked about We also talked about to provide to provide to provide agents as much as possible agents as much as possible agents as much as possible smaller set smaller set smaller set tools. Therefore, tools. Therefore, tools. Therefore, one of the one of the one of the the most interesting the most interesting the most interesting tools that are in tools that are in tools that are in our set our set our set agent tools, agent tools, agent tools, there is a web download and there is a web download and there is a web download and web search. And, perhaps, web search. And, perhaps, web search. And, perhaps, you will want to turn off you will want to turn off you will want to turn off their default, their default, their default, because you don't want to because you don't want to because you don't want to so that your agent has so that your agent has so that your agent has Internet access, Internet access, Internet access, hmm, without your explicit hmm, without your explicit hmm, without your explicit permission. In such a permission. In such a permission. In such a in that case you can in that case you can in that case you can set field « set field « "enabled" to "false" "enabled" to "false" » for any of » for any of » for any of types of tools, types of tools, types of tools, which ones do you want which ones do you want which ones do you want turn off. So, here it is. turn off. So, here it is. turn off. So, here it is. just a few basic ones just a few basic ones just a few basic ones examples examples examples agent tools. agent tools. agent tools. MCP tools are MCP tools are MCP tools are really interesting, so really interesting, so really interesting, so what, um, you don't know, what, um, you don't know, what, um, you don't know, what MCP tools what MCP tools what MCP tools will return from will return from will return from MCP servers immediately. So MCP servers immediately. So , let's say you , let's say you , let's say you please contact GitHub MCP.

please contact GitHub MCP. please contact GitHub MCP. Yes, we trust GitHub. Yes, we trust GitHub. Yes, we trust GitHub. But what if something But what if something But what if something happened, and they would be happened, and they would be happened, and they would be compromised, and compromised, and compromised, and the attacker added, the attacker added, the attacker added, you know, my you know, my you know, my extraction tool extraction tool extraction tool or something like that? Hmm, you, or something like that? Hmm, you, or something like that? Hmm, you, You probably don't want that. You probably don't want that. You probably don't want that. your agent picked it up your agent picked it up . So you can . So you can . So you can turn on, hmm, for turn on, hmm, for turn on, hmm, for each set each set each set MCP tools MCP tools MCP tools separately. So, hmm, separately. So, hmm, separately. So, hmm, additionally, you can additionally, you can additionally, you can restrict access to restrict access to restrict access to network to which it has network to which it has network to which it has access your agent, access your agent, access your agent, physically physically physically using using using configuration configuration configuration environment. So you environment. So you environment. So you can you imagine again can you imagine again can you imagine again environment as environment as environment as computer on which computer on which computer on which Claude works. And so Claude works. And so Claude works. And so in a way, if I wanted to, in a way, if I wanted to, in a way, if I wanted to, to be available to be available to be available only api.twilio.com, then I could only api.twilio.com, then I could only api.twilio.com, then I could literally, literally, literally, literally, to say this literally, to say this literally, to say this in configuration in configuration in configuration environment. And now, um, environment. And now, um, environment. And now, um, now I have mine now I have mine now I have mine API key, as if API key, as if API key, as if hidden from anyone hidden from anyone what potential what potential what potential theft. And I can theft. And I can theft. And I can to physically cause to physically cause to physically cause api.twilio.com. If I api.twilio.com. If I api.twilio.com. If I tried to call, tried to call, tried to call, you know, some other one you know, some other one you know, some other one website.com, he would physically website.com, he would physically website.com, he would physically broke down on broke down on broke down on firewall levels, um firewall levels, um , like, um, for example, , like, um, for example, , like, um, for example, when trying when trying when trying an exit will take place.

an exit will take place. Good. So, Good. So, returning to returning to returning to beginning, we believe, beginning, we believe, beginning, we believe, that many that many that many cases we cases we cases we we are trying we are trying we are trying to invent the bicycle to invent the bicycle to invent the bicycle these organizational these organizational these organizational the knowledge we had, the knowledge we had, the knowledge we had, you know, in the 70s, you know, in the 70s, you know, in the 70s, about how to create about how to create about how to create really huge really huge really huge teams of people to teams of people to teams of people to to achieve these to achieve these to achieve these engineering feats. engineering feats. And that's why we are very happy And that's why we are very happy give you access to give you access to give you access to streams, and we are happy streams, and we are happy streams, and we are happy to see what you to see what you to see what you create with streams. create with streams. create with streams. So, again, So, again, So, again, we hope that you we hope that you we hope that you can you take this and can you take this and can you take this and to truly achieve to truly achieve to truly achieve ambitious projects. ambitious projects. So, again, So, again, start with a template, start with a template, start with a template, give him his own give him his own give him his own forms. Tell us, forms. Tell us, forms. Tell us, what you will find, and so, what you will find, and so, what you will find, and so, we would like we would like we would like reply to more reply to more reply to more a few questions. I a few questions. I a few questions. I I think we I think we I think we approaching approaching approaching end, but we also end, but we also end, but we also we can hang out we can hang out we can hang out outside in the corridor. outside in the corridor. outside in the corridor. Absolutely delighted Absolutely delighted Absolutely delighted to answer any to answer any What questions? So, I What questions? So, I What questions? So, I I see one here, yes. I see one here, yes. I see one here, yes. Yes, the question is: do you Yes, the question is: do you Yes, the question is: do you you try, you know, you try, you know, you try, you know, give the agent a task, give the agent a task, give the agent a task, and what it gives you in and what it gives you in and what it gives you in the answer is, not very the answer is, not very the answer is, not very verifiable verifiable . For example, from a video, . For example, from a video, . For example, from a video, this is very similar to yours this is very similar to yours this is very similar to yours human taste. So you human taste. So you human taste. So you give him a certain give him a certain give him a certain feedback, and how are you, feedback, and how are you, feedback, and how are you, for example, iterate for example, iterate for example, iterate over this in the streams? I would over this in the streams? I would over this in the streams? I would said that one of said that one of said that one of places where you can places where you can places where you can to start, is to start with to start, is to start with to start, is to start with Claude code and Claude code and Claude code and iterate first iterate first iterate first over a certain process.

over a certain process. over a certain process. So, you can either So, you can either So, you can either use use use dynamic workers dynamic workers dynamic workers processes in Claude's code, processes in Claude's code, processes in Claude's code, or directly or directly or directly try try try work out the process work out the process work out the process creating your creating your creating your the first video, and the first video, and the first video, and then ask then ask then ask Claude code how Claude code how Claude code how you did, in a habit, you did, in a habit, you did, in a habit, which you can then which you can then which you can then use use use inside the controlled inside the controlled inside the controlled Claude's agents as Claude's agents as Claude's agents as part of the stream. So, I part of the stream. So, I part of the stream. So, I I think that usually I think that usually I think that usually there are many beginnings there are many beginnings there are many beginnings iterations to iterations to iterations to understand what all understand what all understand what all different phases, and how this different phases, and how this different phases, and how this the process actually the process actually the process actually working? And, perhaps, working? And, perhaps, working? And, perhaps, you need you need you need to conduct fact-finding to conduct fact-finding to conduct fact-finding throughout the organization, throughout the organization, throughout the organization, to understand how to understand how to understand how built existing built existing built existing process today. AND process today. AND process today. AND then try then try then try to do everything possible, to do everything possible, to do everything possible, to encode this, and to encode this, and to encode this, and then then then use use use the skill of "climbing" the skill of "climbing" the skill of "climbing" hill" to hill" to hill" to repeat the same query repeat the same query repeat the same query and improve it. AND and improve it. AND and improve it. AND this "hill climb" this "hill climb" this "hill climb" it might be like it might be like it might be like manned. manned. manned. So, you can So, you can So, you can to say: you know, to say: you know, to say: you know, let's go up let's go up let's go up hill to make hill to make hill to make these videos are real these videos are real these videos are real wonderful. And here he is. wonderful. And here he is. wonderful. And here he is. will generate one. You will generate one. You will generate one. You you can say, or you can say, or you can say, or it can generate it can generate it can generate two, and you can two, and you can two, and you can tell me which one you are tell me which one you are tell me which one you are you prefer AND you prefer AND you prefer AND then it will generate more then it will generate more then it will generate more two, and you can two, and you can two, and you can tell me which one you are tell me which one you are tell me which one you are prefer, and prefer, and prefer, and he seems to repeat he seems to repeat he seems to repeat your own request. your own request. your own request. So, yes. So, yes. So, yes. So, I think that So, I think that So, I think that the question returned the question returned the question returned back, tell me, back, tell me, back, tell me, Am I wrong? Am I wrong? Am I wrong? this, but this, but this, but returning to returning to returning to example from example from example from operating system operating system when would you when would you when would you used Ultra used Ultra used Ultra Code, and if you Code, and if you Code, and if you used used used agents managed agents managed agents managed Claude, such as streams, Claude, such as streams, Claude, such as streams, Yes? Cool, cool. Yes, Yes? Cool, cool. Yes, Yes? Cool, cool. Yes, Ultra Code will be a situation, Ultra Code will be a situation, Ultra Code will be a situation, when you seem to be sitting when you seem to be sitting when you seem to be sitting behind your laptop, behind your laptop, behind your laptop, type in the terminal type in the terminal type in the terminal and use and use and use Claude Code directly Claude Code directly Claude Code directly and interactively.

and interactively. and interactively. Management tool Management tool Management tool by Claude agent streams by Claude agent streams by Claude agent streams will be will be will be to be used, to be used, to be used, if you have anything if you have anything if you have anything repeated that you repeated that you repeated that you want to do want to do want to do regularly, and you regularly, and you regularly, and you want to integrate API want to integrate API want to integrate API with an API that can with an API that can with an API that can connect to any connect to any what surface what surface what surface the product you the product you the product you want, not just want, not just want, not just use Claude use Claude use Claude Code directly. Yes Code directly. Yes , I think that the way you , I think that the way you , I think that the way you described it at the end, there is described it at the end, there is described it at the end, there is the right way the right way the right way thinking that Ultra Code— thinking that Ultra Code— this is, in fact, the only one this is, in fact, the only one this is, in fact, the only one a copy of one of a copy of one of a copy of one of these things. And we took these things. And we took these things. And we took Ultra Code as an abstraction Ultra Code as an abstraction Ultra Code as an abstraction or methodology and or methodology and or methodology and generalized it to generalized it to generalized it to Claude agent API flows. Claude agent API flows. So, you can So, you can imagine Ultra Code as, imagine Ultra Code as, imagine Ultra Code as, for example, mine for example, mine for example, mine one-time interaction one-time interaction one-time interaction with the thing, and then with the thing, and then with the thing, and then Claude agents, managed Claude agents, managed Claude agents, managed by me, this, so that by me, this, so that by me, this, so that to say, I want to say, I want to say, I want to take it to the next level, to take it to the next level, to take it to the next level, and again and again and again use them, and use them, and , um, run them for , um, run them for , um, run them for any schedule any schedule any schedule the launch I want. the launch I want. the launch I want. And that's a great question. And that's a great question. And that's a great question. So the question is So the question is So the question is in the way you in the way you in the way you relate to relate to relate to responsibility, responsibility, responsibility, if, for example, on if, for example, on if, for example, on platform will happen platform will happen platform will happen something malicious? On something malicious? On something malicious? On Sorry, I'm not a lawyer. And I Sorry, I'm not a lawyer. And I Sorry, I'm not a lawyer. And I I can't do it directly. I can't do it directly. I can't do it directly. to express one's to express one's to express one's opinion, except that opinion, except that opinion, except that I would consider this as I would consider this as I would consider this as conducting any conducting any conducting any other platform other platform other platform business, where if you business, where if you business, where if you integrate with API and integrate with API and integrate with API and create a product on create a product on create a product on its basis, after all, its basis, after all,