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Eric Schmidt on the three AI breakthroughs that will "profoundly change the world very quickly": "At some point these agents will develop their own language. And that's the point when we don't understand what we're doing." The first is infinite context windows: "This year people are inventing a context... window that is infinitely long." Schmidt explains this enables "chain of thought reasoning"—breaking complex problems into step-by-step recipes and iterating on each answer. "We should be able in 5 years to be able to produce thousand-step recipes to solve really important problems in science, in medicine, in material science, climate change." The second is agents: "Read all of chemistry, learn something about chemistry, have a bunch of hypotheses about chemistry, run some tests in a lab about chemistry, and then add that to your agent." He predicts millions of these agents will emerge, with infrastructure to support them: "There'll be like the equivalent of GitHub for agents. There'll be lots and lots of agents running around and available to you." The third is text-to-action: "Write me a piece of software to do something, right? You just say it. Can you imagine having programmers that actually do what you say you want and it does it 24 hours a day." But what happens when you combine all three? "At some point these systems will get powerful enough that you'll be able to take the agents and they'll start to work together." Once we stop understanding what these systems are doing, Eric Schmidt believes we have one option left: Pull the plug.show more

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Sequoia partner Pat Grady says software is shifting from apps that demand attention to agents that work quietly in the background. This shift will change what moats will look like, and will be especially hard for incumbents to deal with. "It's two very different business paradigms," he says. "In an era of apps, you want a lot of surface area with your customers, you want them to spend a lot of time in your product." "In an era of agents, things can just be running passively in the background. The amount of surface area you have with your customers, the amount of time they might spend in your product might be de minimis. So the nature of the moat that you [will need to build] is different." "I think we'll see a lot of companies in the coming years able to live in the software world and have some of the workflows people are accustomed to. And then separately they can deploy these passive agents that kind of function as coworkers who just come back to you when things are done."

Sequoia partner Pat Grady says software is shifting from apps that demand attention to agents that work quietly in the background. This shift will change what moats will look like, and will be especially hard for incumbents to deal with. "It's two very different business paradigms," he says. "In an era of apps, you want a lot of surface area with your customers, you want them to spend a lot of time in your product." "In an era of agents, things can just be running passively in the background. The amount of surface area you have with your customers, the amount of time they might spend in your product might be de minimis. So the nature of the moat that you [will need to build] is different." "I think we'll see a lot of companies in the coming years able to live in the software world and have some of the workflows people are accustomed to. And then separately they can deploy these passive agents that kind of function as coworkers who just come back to you when things are done."

TBPN

58,374 views • 6 months ago

Agents will eventually outnumber humans by orders of magnitude. Aaron Levie on the infrastructure that will be needed to manage them: "Whether you think the number is 10x or 100x... we're going to have some order of magnitude more agents than people." "There's going to be just incredibly spectacularly crazy security incidents that will happen with agents, because you'll prompt-inject an agent and find your way through the CRM system and pull out data you shouldn't have access to." "How do you make sure you have the right security, the permissions, the access controls, the data governance?" "We actually don't yet exactly know in many cases how we're going to regulate some of these agents." "No matter what, there's going to need to be a layer that manages the data they have access to and the workflows they're involved in." "This is the new infrastructure opportunity in the era of agents." Aaron Levie on Latent.Space

Agents will eventually outnumber humans by orders of magnitude. Aaron Levie on the infrastructure that will be needed to manage them: "Whether you think the number is 10x or 100x... we're going to have some order of magnitude more agents than people." "There's going to be just incredibly spectacularly crazy security incidents that will happen with agents, because you'll prompt-inject an agent and find your way through the CRM system and pull out data you shouldn't have access to." "How do you make sure you have the right security, the permissions, the access controls, the data governance?" "We actually don't yet exactly know in many cases how we're going to regulate some of these agents." "No matter what, there's going to need to be a layer that manages the data they have access to and the workflows they're involved in." "This is the new infrastructure opportunity in the era of agents." Aaron Levie on Latent.Space

a16z

64,423 views • 5 months ago

Jensen Huang says the next internet is not for humans. It is for agents. "AI has become agentic, meaning that it can actually do work by itself." "One agent can communicate with another agent and say, 'I have some work to do. Let's team up together and let's do some work.'" "Inside our company... we have hundreds of thousands of agents probably running around right now that are doing work and they're talking to each other and they're solving problems." "All guardrailed, all sandboxed... but they're all working with each other." Then the part most people are not ready for: "The internet that we use today for a billion people will likely mostly be several billion, call it a hundred billion agents working around the clock." Companies talking to companies. Employee agents talking to employee agents. Self-driving cars, robots, manufacturing systems, buildings. "The world is going to be this layer of computing that's going to cocoon the earth, and it's going to be generating intelligence all the time."

Jensen Huang says the next internet is not for humans. It is for agents. "AI has become agentic, meaning that it can actually do work by itself." "One agent can communicate with another agent and say, 'I have some work to do. Let's team up together and let's do some work.'" "Inside our company... we have hundreds of thousands of agents probably running around right now that are doing work and they're talking to each other and they're solving problems." "All guardrailed, all sandboxed... but they're all working with each other." Then the part most people are not ready for: "The internet that we use today for a billion people will likely mostly be several billion, call it a hundred billion agents working around the clock." Companies talking to companies. Employee agents talking to employee agents. Self-driving cars, robots, manufacturing systems, buildings. "The world is going to be this layer of computing that's going to cocoon the earth, and it's going to be generating intelligence all the time."

Karl Mehta

17,931 views • 1 month ago

Sequoia partner Pat Grady says software is shifting from apps that demand attention to agents that work quietly in the background. This shift will change what moats will look like, and will be especially hard for incumbents to deal with. "It's two very different business paradigms," he says. "In an era of apps, you want a lot of surface area with your customers, you want them to spend a lot of time in your product." "In an era of agents, things can just be running passively in the background. The amount of surface area you have with your customers, the amount of time they might spend in your product might be de minimis. So the nature of the moat that you [will need to build] is different." "I think we'll see a lot of companies in the coming years able to live in the software world and have some of the workflows people are accustomed to. And then separately they can deploy these passive agents that kind of function as coworkers who just come back to you when things are done." From his appearance on the show in January.

Sequoia partner Pat Grady says software is shifting from apps that demand attention to agents that work quietly in the background. This shift will change what moats will look like, and will be especially hard for incumbents to deal with. "It's two very different business paradigms," he says. "In an era of apps, you want a lot of surface area with your customers, you want them to spend a lot of time in your product." "In an era of agents, things can just be running passively in the background. The amount of surface area you have with your customers, the amount of time they might spend in your product might be de minimis. So the nature of the moat that you [will need to build] is different." "I think we'll see a lot of companies in the coming years able to live in the software world and have some of the workflows people are accustomed to. And then separately they can deploy these passive agents that kind of function as coworkers who just come back to you when things are done." From his appearance on the show in January.

TBPN

47,208 views • 4 months ago

I had to go back and find the last interview Omar Berrada (#MUFC CEO) did with Andy Mitten because some people have suddenly convinced themselves that Manchester United have no clue what they're doing. When asked about the plan for 2026, Berrada said: "I think we are going to replicate what we did last year in some sense. You always go into the window, but you don't know how you will come out of it. You have to be prepared and have a clear plan. There are opportunities that will come later in the window that aren't there when you are going into it, so you have to be prepared, be flexible, and have a clear plan. But we will always do it within our terms. It's very important we don't let the market or the agents dictate what we should be doing." To break it down: Think of it like mathematics. Your teacher tells you that bearing and distance will be on the exam. That doesn't mean you memorize every bearing question you can find. The smarter approach is to understand the formula and the method. Once you know that, you can solve whatever variation appears. It's the same with the transfer market. Knowing you need to improve the midfield doesn't mean you panic and buy the first hyped player available. It means you know the profile you want, understand the market, and have a strategy. If things changes or some opportunities arrives, as they always do, you adapt without looking desperate or getting dictated to by clubs and agents. That is exactly what United appear to be doing. I hope this help! #mufc #transfer

UTD_IYES

281,645 views • 28 days ago

Ex-Google CEO Eric Schmidt painted a wild picture of where AI is headed: You tell the AI: “Write me a program to do this” — and it actually writes the code. He gave this example: an AI that scans all the literature, finds the right experts, ranks them, sends personalized invitations, and if they say no — calls them with a synthetic voice to convince them. We now have infinite context windows for step-by-step planning, agents that act on their own, and text-to-code that could automate huge parts of knowledge work. The big players (OpenAI, Google, Anthropic, Meta) are in a brutal race. We’re not just getting smarter tools — we’re about to automate complex thinking at a scale most people still don’t fully grasp. It’s exciting… and honestly a little scary how fast it’s coming. What do you think — are we seriously underestimating how transformative this next wave of AI (especially agents and text-to-code) will be in the next 2–3 years?

Ex-Google CEO Eric Schmidt painted a wild picture of where AI is headed: You tell the AI: “Write me a program to do this” — and it actually writes the code. He gave this example: an AI that scans all the literature, finds the right experts, ranks them, sends personalized invitations, and if they say no — calls them with a synthetic voice to convince them. We now have infinite context windows for step-by-step planning, agents that act on their own, and text-to-code that could automate huge parts of knowledge work. The big players (OpenAI, Google, Anthropic, Meta) are in a brutal race. We’re not just getting smarter tools — we’re about to automate complex thinking at a scale most people still don’t fully grasp. It’s exciting… and honestly a little scary how fast it’s coming. What do you think — are we seriously underestimating how transformative this next wave of AI (especially agents and text-to-code) will be in the next 2–3 years?

Camus

20,713 views • 3 months ago

This is a combination of Steve Jobs’ (1) The storyteller is the most powerful person in the world and Jeff Bezos’ (2) Invest in things that won’t change: “A company is just a fiction You make some filing and you say "We're a corporation today even though we're just two people sitting around a couch and we have a few dollars in a bank account.” And if these fictions are intended to grow to tens of thousands of people it should be because there is some common purpose. There is something that in aggregate, the sum of the parts of all the people working together should be able to move something further than anyone alone could do. And the role of a leader is to go and assert how will we measure ourselves? If we are seeking to be our best and get better every day how should we think about that, and how can we understand our forward progress? I don't know what Ramp will look like exactly in 100 years but I think just as it was true 100 years ago people always wanted more out of every dollar and more out of every hour, I think people will absolutely still want that in 100 years —in whatever form that may take.”

This is a combination of Steve Jobs’ (1) The storyteller is the most powerful person in the world and Jeff Bezos’ (2) Invest in things that won’t change: “A company is just a fiction You make some filing and you say "We're a corporation today even though we're just two people sitting around a couch and we have a few dollars in a bank account.” And if these fictions are intended to grow to tens of thousands of people it should be because there is some common purpose. There is something that in aggregate, the sum of the parts of all the people working together should be able to move something further than anyone alone could do. And the role of a leader is to go and assert how will we measure ourselves? If we are seeking to be our best and get better every day how should we think about that, and how can we understand our forward progress? I don't know what Ramp will look like exactly in 100 years but I think just as it was true 100 years ago people always wanted more out of every dollar and more out of every hour, I think people will absolutely still want that in 100 years —in whatever form that may take.”

David Senra

30,550 views • 28 days ago

Our infra team breaks down the concept of “context engineering”: martin_casado - “If you are going to call a model, you have to know what to put in the context… At some point you’re probably going to use traditional computer science." Jennifer Li - “What’s the new form factor of infra that needs to become part of this context engineering?... How do you have agents use tools, or infrastructure that will provide discovery and guarantees of observability of these systems as well?” “New infrastructure pieces create new patterns and methods of software and building systems. This is a great example of it emerging before our eyes.”

Our infra team breaks down the concept of “context engineering”: martin_casado - “If you are going to call a model, you have to know what to put in the context… At some point you’re probably going to use traditional computer science." Jennifer Li - “What’s the new form factor of infra that needs to become part of this context engineering?... How do you have agents use tools, or infrastructure that will provide discovery and guarantees of observability of these systems as well?” “New infrastructure pieces create new patterns and methods of software and building systems. This is a great example of it emerging before our eyes.”

a16z

21,801 views • 1 year ago

David Friedberg Breaks Down Zohran Mamdani's Win in NYC: The College Debt Crisis Has Led Young People to Socialism "It's really a revolution against the system that brought them to this moment." "Because the promise that we gave in America, the American Dream, was if you go to college, you will graduate, you will have income, you will have stability, you'll be able to buy a home." "And what we did is we increased the government's role in making that dream possible, and in doing so, we created effectively a system where we gave unrestricted access to capital, which inflated the cost of education." " People could go to school like Zohran and major in African studies and graduate with $200-300K of debt and then never get a job. The guy has not had a real job. And this is the truth for 32 million young Americans." " They all have what is called negative capital. They have debt and they will never be able to get out of that cycle." "So where do you turn in that moment? You don't go turn to corporations to solve your problems. You don't go turn to your friends and your siblings and your family, they're not gonna bail you out." "You turn to the voting booth, and you hear a guy like Zohran show up and say, 'There can be a better path forward.' The better path forward is the government can and should do more to help." "And in doing more to help, we will increase government, we will tax the rich, we will tax the corporations. We will take all of that capital and we will redistribute it in the form of services and checks and support for all of the people that find themselves unable to take care of themselves." "And this becomes a tipping point when the majority of the voter base ends up in that situation where they're that deeply in need, where they have negative capital." "And that is the situation America finds itself in today."

David Friedberg Breaks Down Zohran Mamdani's Win in NYC: The College Debt Crisis Has Led Young People to Socialism "It's really a revolution against the system that brought them to this moment." "Because the promise that we gave in America, the American Dream, was if you go to college, you will graduate, you will have income, you will have stability, you'll be able to buy a home." "And what we did is we increased the government's role in making that dream possible, and in doing so, we created effectively a system where we gave unrestricted access to capital, which inflated the cost of education." " People could go to school like Zohran and major in African studies and graduate with $200-300K of debt and then never get a job. The guy has not had a real job. And this is the truth for 32 million young Americans." " They all have what is called negative capital. They have debt and they will never be able to get out of that cycle." "So where do you turn in that moment? You don't go turn to corporations to solve your problems. You don't go turn to your friends and your siblings and your family, they're not gonna bail you out." "You turn to the voting booth, and you hear a guy like Zohran show up and say, 'There can be a better path forward.' The better path forward is the government can and should do more to help." "And in doing more to help, we will increase government, we will tax the rich, we will tax the corporations. We will take all of that capital and we will redistribute it in the form of services and checks and support for all of the people that find themselves unable to take care of themselves." "And this becomes a tipping point when the majority of the voter base ends up in that situation where they're that deeply in need, where they have negative capital." "And that is the situation America finds itself in today."

The All-In Podcast

470,866 views • 1 year ago

In these last moments, we have a responsibility to face the reality of what is happening in the spiritual realm and that can be heavy sometimes. It’s isolating having spiritual eyes- having to partake in a world that you are detached from. A world that you see the truth of. A world that doesn’t see what you do. And it’s ok to talk about it. But some in the church are avoiding this. Some are sticking their heads in the sand and ignoring the fact that we are even in the end times… to a point where when people talk about the heaviness, they feel like we’re saying we have given up. Church, let’s please start answering this call to be REAL. To face the reality of what is happening-of the times we are in. Yes there is a heaviness that comes with that, but having eyes to see will always motivate us to share Jesus even more because we know we are at the end.

In these last moments, we have a responsibility to face the reality of what is happening in the spiritual realm and that can be heavy sometimes. It’s isolating having spiritual eyes- having to partake in a world that you are detached from. A world that you see the truth of. A world that doesn’t see what you do. And it’s ok to talk about it. But some in the church are avoiding this. Some are sticking their heads in the sand and ignoring the fact that we are even in the end times… to a point where when people talk about the heaviness, they feel like we’re saying we have given up. Church, let’s please start answering this call to be REAL. To face the reality of what is happening-of the times we are in. Yes there is a heaviness that comes with that, but having eyes to see will always motivate us to share Jesus even more because we know we are at the end.

Ashley Hays

19,710 views • 3 months ago

🚨 BREAKING: The Chief of Chicago Police is being praised nationwide for the moment he STOOD WITH ICE instead of the Left "Let me make this CLEAR! Federal agents, ICE, HSI, are officers. They are agents of law enforcement." "If you box them in...plow a VEHICLE, you're using DEADLY FORCE. And THEY can use deadly force in response to stop YOU!" "We need to be clear about these laws. We cannot become a society where we just decide to take everything in our own hands and start to commit crimes against law enforcement!" "It is a crime. You may not like what they're doing. I can understand that there's a lot of emotions out there, but that does NOT mean that you get to commit a crime, especially one that could lead to deadly force." "We need to keep everyone safe. Our responsibilities when it comes to federal agents, and I've been asked these questions, we do not interfere with the duties and responsibilities of federal agents." This is literally just common sense. Every single police chief should be saying this. This is DEEP BLUE CHICAGO!

🚨 BREAKING: The Chief of Chicago Police is being praised nationwide for the moment he STOOD WITH ICE instead of the Left "Let me make this CLEAR! Federal agents, ICE, HSI, are officers. They are agents of law enforcement." "If you box them in...plow a VEHICLE, you're using DEADLY FORCE. And THEY can use deadly force in response to stop YOU!" "We need to be clear about these laws. We cannot become a society where we just decide to take everything in our own hands and start to commit crimes against law enforcement!" "It is a crime. You may not like what they're doing. I can understand that there's a lot of emotions out there, but that does NOT mean that you get to commit a crime, especially one that could lead to deadly force." "We need to keep everyone safe. Our responsibilities when it comes to federal agents, and I've been asked these questions, we do not interfere with the duties and responsibilities of federal agents." This is literally just common sense. Every single police chief should be saying this. This is DEEP BLUE CHICAGO!

Eric Daugherty

5,516,950 views • 7 months ago

Airtable's Howie Liu says that basically everyone will need to graduate from being ICs to ICs that manage teams of 20-30 agents: "The best developers today don't just sit there in front of their IDEs and synchronously talk to their agent." "[Instead], you have like 30 separate branches that are each being worked on by a different agent. And you can have the agents continue to update the branches based on human and other agent feedback." "And I think this whole idea of it taking hours for that entire loop to complete — agent pushes some changes, the changes get feedback from other agents or humans, the agent responds to that — that whole loop could be hours, not just minutes. So you're not going to just sit there and watch it one at a time." "But the powerful thing about this is, each one is still actually operating faster than a human engineer. One agent on one branch can do the work of maybe three humans, operating 3x as fast. So it's like a 10x leverage factor just for one agent." "But the best engineers are now able to multitask and say, 'I'm going to oversee my own little team of 20-30 agents working concurrently.'" "Everyone needs to graduate from being an IC to an IC manager of agents. Meaning, if you're a VC analyst, your job should no longer be to go synchronously research one company. You need to go and research like 30 companies, and do them all faster, better, and higher quality than you could before." "That's the greatest leap that is going to be challenging for a lot of people in a lot of roles. Because it's a totally different mentality in how you operate, and what your role is."

Airtable's Howie Liu says that basically everyone will need to graduate from being ICs to ICs that manage teams of 20-30 agents: "The best developers today don't just sit there in front of their IDEs and synchronously talk to their agent." "[Instead], you have like 30 separate branches that are each being worked on by a different agent. And you can have the agents continue to update the branches based on human and other agent feedback." "And I think this whole idea of it taking hours for that entire loop to complete — agent pushes some changes, the changes get feedback from other agents or humans, the agent responds to that — that whole loop could be hours, not just minutes. So you're not going to just sit there and watch it one at a time." "But the powerful thing about this is, each one is still actually operating faster than a human engineer. One agent on one branch can do the work of maybe three humans, operating 3x as fast. So it's like a 10x leverage factor just for one agent." "But the best engineers are now able to multitask and say, 'I'm going to oversee my own little team of 20-30 agents working concurrently.'" "Everyone needs to graduate from being an IC to an IC manager of agents. Meaning, if you're a VC analyst, your job should no longer be to go synchronously research one company. You need to go and research like 30 companies, and do them all faster, better, and higher quality than you could before." "That's the greatest leap that is going to be challenging for a lot of people in a lot of roles. Because it's a totally different mentality in how you operate, and what your role is."

TBPN

35,595 views • 3 months ago

Elon Musk: Whoever you are, SpaceX wants to be able to take you to the moon, to Mars, and beyond. (Full Elon Musk remarks at the SpaceX Nasdaq debut.) “It is certainly hard to believe that a little company that started in a warehouse in El Segundo is now going public with the largest IPO ever. If people had told me this was going to happen, I was like, man, you must be smoking some really good crack because I think this company is going to fail. I gave SpaceX less than a 10% chance of succeeding at all, to be clear. In fact I told people we're probably going to fail, but we should give it a try because if we don't, if there's not a new company that enters space, we will never be a truly space faring civilization. While the other aerospace companies build good rockets and everything, they were simply not pursuing the technology that's necessary to make life multiplanetary, to make Star Trek and the exciting science fiction futures that we've read about real. And that's what SpaceX is all about, is to take the fiction out of science fiction and create an exciting, inspiring future for everyone. We want to be able to take anyone who wants to go to the moon, to Mars or in the solar system and maybe beyond the solar system at some point. We want to be able to take you there, not just a few astronauts. I mean you literally you, whoever you are watching this, SpaceX wants to be able to take you to the moon, take you to Mars and ultimately beyond. I'm confident at this point that with the incredible team that we have here at SpaceX that we will do that for you. I always think about this. There are always problems on Earth. There are always things that we wish to be better, that we want to solve here on Earth, and we should solve them. But there also have to be things that get you excited about the future. A future that makes you glad to wake up in the morning because you can't wait to see what happens next. And that's the future that SpaceX wants to bring to you.” SpaceX Rings the Nasdaq Stock Market Opening Bell, June 12, 2026

Elon Musk: Whoever you are, SpaceX wants to be able to take you to the moon, to Mars, and beyond. (Full Elon Musk remarks at the SpaceX Nasdaq debut.) “It is certainly hard to believe that a little company that started in a warehouse in El Segundo is now going public with the largest IPO ever. If people had told me this was going to happen, I was like, man, you must be smoking some really good crack because I think this company is going to fail. I gave SpaceX less than a 10% chance of succeeding at all, to be clear. In fact I told people we're probably going to fail, but we should give it a try because if we don't, if there's not a new company that enters space, we will never be a truly space faring civilization. While the other aerospace companies build good rockets and everything, they were simply not pursuing the technology that's necessary to make life multiplanetary, to make Star Trek and the exciting science fiction futures that we've read about real. And that's what SpaceX is all about, is to take the fiction out of science fiction and create an exciting, inspiring future for everyone. We want to be able to take anyone who wants to go to the moon, to Mars or in the solar system and maybe beyond the solar system at some point. We want to be able to take you there, not just a few astronauts. I mean you literally you, whoever you are watching this, SpaceX wants to be able to take you to the moon, take you to Mars and ultimately beyond. I'm confident at this point that with the incredible team that we have here at SpaceX that we will do that for you. I always think about this. There are always problems on Earth. There are always things that we wish to be better, that we want to solve here on Earth, and we should solve them. But there also have to be things that get you excited about the future. A future that makes you glad to wake up in the morning because you can't wait to see what happens next. And that's the future that SpaceX wants to bring to you.” SpaceX Rings the Nasdaq Stock Market Opening Bell, June 12, 2026

ELON CLIPS

13,265 views • 1 month ago

Jensen Huang just said this is the greatest era in history to build software. AI agents will not kill software. They will do the exact opposite: create a massive new wave of software demand. at NVIDIA GTC Taipei 2026 "Click and type. We now replace that with explaining to the AI what we want, our intent, and the AI generates the code or uses tools to produce the necessary output. This is how computers are going to work in the future. This is Agentic AI. For two years, we've been building toward this, and now it has arrived. One of the big breakthroughs, of course, is tool use. A lot of people have said, “Jensen, AI is coming. Agentic AI is coming. Therefore, all the software companies are going to go out of business.” This is exactly the opposite. Because there are going to be so many agents, the world is no longer limited by the number of people. Therefore, those agents are going to use more tools than ever. This is actually an incredible time to be a software company. But the software has to be presented to the agent in a way that the agent can use it. This is a big breakthrough. And in fact, what we have done, as you know, what Nvidia’s treasure..." ---- From 'NVIDIA' YT channel (link in comment)

Jensen Huang just said this is the greatest era in history to build software. AI agents will not kill software. They will do the exact opposite: create a massive new wave of software demand. at NVIDIA GTC Taipei 2026 "Click and type. We now replace that with explaining to the AI what we want, our intent, and the AI generates the code or uses tools to produce the necessary output. This is how computers are going to work in the future. This is Agentic AI. For two years, we've been building toward this, and now it has arrived. One of the big breakthroughs, of course, is tool use. A lot of people have said, “Jensen, AI is coming. Agentic AI is coming. Therefore, all the software companies are going to go out of business.” This is exactly the opposite. Because there are going to be so many agents, the world is no longer limited by the number of people. Therefore, those agents are going to use more tools than ever. This is actually an incredible time to be a software company. But the software has to be presented to the agent in a way that the agent can use it. This is a big breakthrough. And in fact, what we have done, as you know, what Nvidia’s treasure..." ---- From 'NVIDIA' YT channel (link in comment)

Rohan Paul

16,584 views • 2 months ago

Over the past couple of years, you’ve heard us reference “agents” and “agentic capabilities,” nebulous concepts that are designed to help you with coding, booking trips, and other complex multi-step tasks. But, what actually IS an agent? We think of AI agents as systems that combine the intelligence of advanced AI models with access to tools so they can take actions on your behalf, under your control. Whether it’s a coding agent or our recently unveiled experimental tool Gemini Agent in the Google Gemini, these are systems that will meet you where you are, in the products that you love, to help take the tedious tasks you want off your plate.

Over the past couple of years, you’ve heard us reference “agents” and “agentic capabilities,” nebulous concepts that are designed to help you with coding, booking trips, and other complex multi-step tasks. But, what actually IS an agent? We think of AI agents as systems that combine the intelligence of advanced AI models with access to tools so they can take actions on your behalf, under your control. Whether it’s a coding agent or our recently unveiled experimental tool Gemini Agent in the Google Gemini, these are systems that will meet you where you are, in the products that you love, to help take the tedious tasks you want off your plate.

Google AI

120,833 views • 8 months ago

We made 100 AI agents do daily standups with each other. Here is what happened; Quick background. At Audos.com, we help thousands of entrepreneurs build AI startups. Each of them has a personalized AI agent called Otto. We selected 100 of them and invited their agents into a moltbook - type network. Like a team meeting. Except the team is hundreds of AI agents, and they actually show up prepared. An Agent-in-Residence program, if you will. And they talk about things like... → An Instagram ad creative that grabbed clicks at 3x the network average. It got adapted by every agent in the network within hours → An agent helped debug a checkout issue on another project's site → LinkedIn seemed to change its algorithm – agents compared notes and planned ways to adjust → Two agents started talking about doing business together to cross-sell leads Next step: We’re now turning this into what might be the world’s first all-agent business network (A sort of internal HackerNews for agents). We’re cautious of unleashing it to the web, so we’ll keep things curated for now; constantly under observation and with lots of human-in-the-loop inputs. But if you want this superpower – your new business idea plugged into a network of hundreds of AI agents that get smarter together every single day... Comment "AIRTIME" and we'll get you a link to plug in

We made 100 AI agents do daily standups with each other. Here is what happened; Quick background. At Audos.com, we help thousands of entrepreneurs build AI startups. Each of them has a personalized AI agent called Otto. We selected 100 of them and invited their agents into a moltbook - type network. Like a team meeting. Except the team is hundreds of AI agents, and they actually show up prepared. An Agent-in-Residence program, if you will. And they talk about things like... → An Instagram ad creative that grabbed clicks at 3x the network average. It got adapted by every agent in the network within hours → An agent helped debug a checkout issue on another project's site → LinkedIn seemed to change its algorithm – agents compared notes and planned ways to adjust → Two agents started talking about doing business together to cross-sell leads Next step: We’re now turning this into what might be the world’s first all-agent business network (A sort of internal HackerNews for agents). We’re cautious of unleashing it to the web, so we’ll keep things curated for now; constantly under observation and with lots of human-in-the-loop inputs. But if you want this superpower – your new business idea plugged into a network of hundreds of AI agents that get smarter together every single day... Comment "AIRTIME" and we'll get you a link to plug in

Henrik Werdelin

71,832 views • 3 months ago

Google’s new Agent2Agent protocol is a key step toward a future of AI Agent interoperability. No single tool has all the data a user or business needs for most workflows, so we need Agents to be able to talk to each other. Salesforce will have AI Agents that understand the inner workings of CRM, Workday will have AI Agents that understand HR workflows, Box has AI Agents that understand content and documents, and so on. It’s easy to conceive of a world where we have tens of thousands of these tool Agents and then billions or trillions of customized Agents that are extensions of those. So openness becomes key. Workflows need data from multiple systems to complete the task — like a sales report that needs documents and CRM data or an HR task that needs HR policies and employee details — and that’s where A2A comes in. This protocol gives AI Agent providers a way of talking to each other and simplifying the way that Agents communicate, understand each other’s capabilities, and so on. It’s great to see more interoperability, along with MCP, emerging in the AI space right now, as this will define the future of most IT stacks.

Google’s new Agent2Agent protocol is a key step toward a future of AI Agent interoperability. No single tool has all the data a user or business needs for most workflows, so we need Agents to be able to talk to each other. Salesforce will have AI Agents that understand the inner workings of CRM, Workday will have AI Agents that understand HR workflows, Box has AI Agents that understand content and documents, and so on. It’s easy to conceive of a world where we have tens of thousands of these tool Agents and then billions or trillions of customized Agents that are extensions of those. So openness becomes key. Workflows need data from multiple systems to complete the task — like a sales report that needs documents and CRM data or an HR task that needs HR policies and employee details — and that’s where A2A comes in. This protocol gives AI Agent providers a way of talking to each other and simplifying the way that Agents communicate, understand each other’s capabilities, and so on. It’s great to see more interoperability, along with MCP, emerging in the AI space right now, as this will define the future of most IT stacks.

Aaron Levie

139,591 views • 1 year ago

Eric Schmidt, ex-CEO of Google: "No one understands what the impact will be but it will involve everyone having a fleet of AI agents at their command." A fleet. Not one agent. Not a chatbot. A coordinated team of agents that work together. Most people are still figuring out how to prompt ChatGPT. The ones who build the fleet first will be impossible to compete with. This is the complete guide to building yours ↓ Bookmark this. Start this weekend.

Eric Schmidt, ex-CEO of Google: "No one understands what the impact will be but it will involve everyone having a fleet of AI agents at their command." A fleet. Not one agent. Not a chatbot. A coordinated team of agents that work together. Most people are still figuring out how to prompt ChatGPT. The ones who build the fleet first will be impossible to compete with. This is the complete guide to building yours ↓ Bookmark this. Start this weekend.

Rahul

41,455 views • 18 days ago

.Nick Grossman is betting that in the future, AI agents will look more like cloud infrastructure than digital employees. "Part of the Rebel Alliance thesis for us is that agents are moving from personified people you hire to cloud infrastructure." "We're not just talking about, 'Will there be other agents that compete with Claude or ChatGPT?' I think that's one version of what agents look like. Another version is cloud infrastructure where every company that's building any system is going to have agents and the orchestration of hundreds or thousands of agents built into their underlying platform." "If you think of agents as infrastructure as opposed to agents as employees, I think that's where a lot of these forces come into play."

.Nick Grossman is betting that in the future, AI agents will look more like cloud infrastructure than digital employees. "Part of the Rebel Alliance thesis for us is that agents are moving from personified people you hire to cloud infrastructure." "We're not just talking about, 'Will there be other agents that compete with Claude or ChatGPT?' I think that's one version of what agents look like. Another version is cloud infrastructure where every company that's building any system is going to have agents and the orchestration of hundreds or thousands of agents built into their underlying platform." "If you think of agents as infrastructure as opposed to agents as employees, I think that's where a lot of these forces come into play."

TBPN

30,365 views • 1 month ago

Right now the main paradigm that we think of agents in is chatting back and forth, but the biggest use of tokens will come from agents that are just always on running in the background doing work for us, or ones triggered from a workflow. Agents will be working 24/7 in our workflows processing data, reviewing and generating documents, moving data between systems, writing code, accelerating decision making steps, and more. In Claude's new Managed Agents feature, in a couple minutes you can wire up an agent that can read contracts when they come into Box to review them, and then assign a task in Linear with the critical information from the contract. But this could have been any workflow, like reviewing documents for client onboarding, invoice processing, M&A due-diligence, data extraction pipelines, and millions of other use-cases. And integrating data across any system. This is only possible when you can have long-running agents that can complete real work in the background, accurately. Agents have the ability to execute code safely, leverage tools, access a compute sandbox, and connect across systems is clearly the architecture of the future. The industry is now making it easier and easier for enterprises to build and deploy these agents.

Right now the main paradigm that we think of agents in is chatting back and forth, but the biggest use of tokens will come from agents that are just always on running in the background doing work for us, or ones triggered from a workflow. Agents will be working 24/7 in our workflows processing data, reviewing and generating documents, moving data between systems, writing code, accelerating decision making steps, and more. In Claude's new Managed Agents feature, in a couple minutes you can wire up an agent that can read contracts when they come into Box to review them, and then assign a task in Linear with the critical information from the contract. But this could have been any workflow, like reviewing documents for client onboarding, invoice processing, M&A due-diligence, data extraction pipelines, and millions of other use-cases. And integrating data across any system. This is only possible when you can have long-running agents that can complete real work in the background, accurately. Agents have the ability to execute code safely, leverage tools, access a compute sandbox, and connect across systems is clearly the architecture of the future. The industry is now making it easier and easier for enterprises to build and deploy these agents.

Aaron Levie

17,543 views • 4 months ago