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Grok 4.5 made me realize something about AI agents nobody talks about: Speed unlocks different way of working. Slow models train you to fire off a task and walk away. Come back in 10 minutes. Hope it's done. Fast models put you in the loop. Back and forth, back...

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Interestingly, as we have AI agents that run in the background, the speed of AI becomes incrementally less important than the core underlying capability level. When you could only give AI small bits of work, then the speed of response mattered a ton. The rate at which you can go back and forth with AI in real-time was the determining factor on how useful it is. But as AI agents can perform more complex and useful tasks in parallel behind the scenes, you can much more easily afford to wait longer for work to get done assuming it’s valuable. Now the focus becomes more on how you review and orchestrate the agents’ work. And the main factor is just how useful and usable is the output that the agent came back with.
2:09

Interestingly, as we have AI agents that run in the background, the speed of AI becomes incrementally less important than the core underlying capability level. When you could only give AI small bits of work, then the speed of response mattered a ton. The rate at which you can go back and forth with AI in real-time was the determining factor on how useful it is. But as AI agents can perform more complex and useful tasks in parallel behind the scenes, you can much more easily afford to wait longer for work to get done assuming it’s valuable. Now the focus becomes more on how you review and orchestrate the agents’ work. And the main factor is just how useful and usable is the output that the agent came back with.

Aaron Levie

103,811 views • 11 months ago

this guy built an app where AI agents autonomously create tasks, review each other's work, and message each other you just sit there and watch everything happen on a dashboard in real time agents: > assign work to other agents > review the output > send messages back and forth. > flag issues and iterate. you're basically watching a team operate without you. there are endless opportunities to automate your life with this AND its free + open source.
4:22

this guy built an app where AI agents autonomously create tasks, review each other's work, and message each other you just sit there and watch everything happen on a dashboard in real time agents: > assign work to other agents > review the output > send messages back and forth. > flag issues and iterate. you're basically watching a team operate without you. there are endless opportunities to automate your life with this AND its free + open source.

Om Patel

28,547 views • 5 months ago

So I just learned that in double nest dens you don't need to go back and forth to the entrance to save your egg. You can just immediately grab the next one.
0:43

So I just learned that in double nest dens you don't need to go back and forth to the entrance to save your egg. You can just immediately grab the next one.

Evol | Kiana's Husband

96,052 views • 5 months ago

"Obviously, there's lots of different views on this year's generation of car, but I mean, for me, it's just exciting that it's a new era for the sport. I think every time it has been a new era, it's always been exciting to see where people come out and I'm proud of the team. The work we've done over the last year to get us to this point and be closer to the front and in the battle, I think is really a showing of the amazing work the team's done." "Of course, there's bits that I don't love, like the deployment and the lift and coast, some things we happen to do, and SM, it's all not ideal, but racing-wise, it's been really, really fun." "That race I had with Charles, just in the second race, was one of the most fun races I've had, I think. Other than that was maybe me and Nico in Bahrain many years ago." "So I just hope we get more of that because that's what racing's about. It's like back and forth, back and forth, rather than one take and then it's over. So I personally enjoy that." "My point that I was making earlier is that in karting, it happens in karting all the time, back and forth, back and forth, no one ever calls it yo-yo racing. It's real racing. So whoever's coming out with that is... yeah." [via Sky Sports | F1 2026 | Japan]
1:36

"Obviously, there's lots of different views on this year's generation of car, but I mean, for me, it's just exciting that it's a new era for the sport. I think every time it has been a new era, it's always been exciting to see where people come out and I'm proud of the team. The work we've done over the last year to get us to this point and be closer to the front and in the battle, I think is really a showing of the amazing work the team's done." "Of course, there's bits that I don't love, like the deployment and the lift and coast, some things we happen to do, and SM, it's all not ideal, but racing-wise, it's been really, really fun." "That race I had with Charles, just in the second race, was one of the most fun races I've had, I think. Other than that was maybe me and Nico in Bahrain many years ago." "So I just hope we get more of that because that's what racing's about. It's like back and forth, back and forth, rather than one take and then it's over. So I personally enjoy that." "My point that I was making earlier is that in karting, it happens in karting all the time, back and forth, back and forth, no one ever calls it yo-yo racing. It's real racing. So whoever's coming out with that is... yeah." [via Sky Sports | F1 2026 | Japan]

sim 🇧🇷🇲🇽🇸🇳🇫🇷🇭🇹

110,771 views • 5 months ago

Anthropic's multi-agent researcher just explained how to actually build a graph of Claude agents: "Multi-agent is where fundamentally you have multiple agents or multiple Claudes working at the same time - one parent agent delegates tasks to five sub-agents that can each then work in parallel." the real architecture: parent agent → delegates to sub-agents (as tools) → sub-agents run in parallel → results roll back up the failure mode nobody talks about: "Overbuilt multi-agent systems spend too much time just talking back and forth with each other and not actually making progress on the main task." sound familiar? that's every bloated human org chart too in this 19-minute conversation, an Anthropic researcher lays out the real framework: parent → sub-agents → tools → context protection = the actual shape of a working agent graph
18:57

Anthropic's multi-agent researcher just explained how to actually build a graph of Claude agents: "Multi-agent is where fundamentally you have multiple agents or multiple Claudes working at the same time - one parent agent delegates tasks to five sub-agents that can each then work in parallel." the real architecture: parent agent → delegates to sub-agents (as tools) → sub-agents run in parallel → results roll back up the failure mode nobody talks about: "Overbuilt multi-agent systems spend too much time just talking back and forth with each other and not actually making progress on the main task." sound familiar? that's every bloated human org chart too in this 19-minute conversation, an Anthropic researcher lays out the real framework: parent → sub-agents → tools → context protection = the actual shape of a working agent graph

rewind

27,106 views • 1 month ago

🚨 Arizona: I only caught the end of this 2nd group. All across the US southern border this is the daily occurrence, kids cross the US/ Mexico international port of entry back and forth back and forth back and forth, with little to no adult supervision.. The district school busses or even private vans arrive here at the port of entry and wait for them to cross, they then are taken to the schools, allegedly. They are dropped back off in the afternoons. So many scenarios play out in my mind, what are your thoughts? I’m going to try and take a picture of these drivers so you can see what I’m talking about…
0:31

🚨 Arizona: I only caught the end of this 2nd group. All across the US southern border this is the daily occurrence, kids cross the US/ Mexico international port of entry back and forth back and forth back and forth, with little to no adult supervision.. The district school busses or even private vans arrive here at the port of entry and wait for them to cross, they then are taken to the schools, allegedly. They are dropped back off in the afternoons. So many scenarios play out in my mind, what are your thoughts? I’m going to try and take a picture of these drivers so you can see what I’m talking about…

Anthony Aguero Live 🇺🇸

44,783 views • 10 days ago

I tested Gemini 3.1 Flash Live and one thing stood out immediately: the speed. You ask a question. It answers almost instantly. No awkward delay. No clunky back-and-forth. Then it gets more interesting. You can: use voice mode, use webcam mode, share your screen, connect tools, add system instructions, and publish the app to the cloud. So this is not just “voice chat with AI.” It is the beginning of real-time AI agents you can actually ship.
18:11

I tested Gemini 3.1 Flash Live and one thing stood out immediately: the speed. You ask a question. It answers almost instantly. No awkward delay. No clunky back-and-forth. Then it gets more interesting. You can: use voice mode, use webcam mode, share your screen, connect tools, add system instructions, and publish the app to the cloud. So this is not just “voice chat with AI.” It is the beginning of real-time AI agents you can actually ship.

Julian Goldie SEO

21,000 views • 5 months ago

Reporter: "Is there any world you're not the QB of the Bengals next year?" Joe Burrow: "I can't see that, no." Reporter: "Have you ever thought about the possibility of not being here during your career?" Burrow: "You think about a lot of things..." Full back-and-forth ⤵️
0:50

Reporter: "Is there any world you're not the QB of the Bengals next year?" Joe Burrow: "I can't see that, no." Reporter: "Have you ever thought about the possibility of not being here during your career?" Burrow: "You think about a lot of things..." Full back-and-forth ⤵️

Ari Meirov

959,638 views • 8 months ago

"A generation of management teaching taught us CEOs should trust their people and get out of the way. But I don't think 'trust' and 'getting out of the way' are the same thing." Brian Chesky on how Founder Mode will become even more important with agentic AI: "Great leadership is presence, not absence." "Leadership is presence. You should actually be partnering with people. You should be on the field with them. If you're a calvalry general, you should be on a horse. You should be on the battlefield. You're not overseas just writing blueprints. You gotta be on the field with them, you gotta be leading by example." "Leadership is from the front, not the back." "I think AI is going to create the equivalent of an AI founder mode. Now you gotta be even more hands-on. I don't think in the era of AI, there should be any pure people managers. Because you're so close to the details and data. Everyone has the opportunity to be hands-on, and it's hard to imagine only managing people and not agents."
1:15

"A generation of management teaching taught us CEOs should trust their people and get out of the way. But I don't think 'trust' and 'getting out of the way' are the same thing." Brian Chesky on how Founder Mode will become even more important with agentic AI: "Great leadership is presence, not absence." "Leadership is presence. You should actually be partnering with people. You should be on the field with them. If you're a calvalry general, you should be on a horse. You should be on the battlefield. You're not overseas just writing blueprints. You gotta be on the field with them, you gotta be leading by example." "Leadership is from the front, not the back." "I think AI is going to create the equivalent of an AI founder mode. Now you gotta be even more hands-on. I don't think in the era of AI, there should be any pure people managers. Because you're so close to the details and data. Everyone has the opportunity to be hands-on, and it's hard to imagine only managing people and not agents."

TBPN

16,005 views • 3 months ago

AI AGENTS 101 (58 minute free masterclass) send this to anyone who wants to understand ai agents, claude skills, md files, how to get the most out of AI etc in plain english: 1. chat vs agents - chat models answer questions in a back and forth while agents take a goal, figure out the steps, and deliver a result 2. agents don’t stop after one response. they keep running until the task is actually finishedno babysitting required 3. everything runs on a loop. they gather context, decide what to do, take an action, then repeat until done 4. the loop is the system. they look at files, tools, and the internet. decide the next step. execute and then feed that back into the next step. over and over until completion 5. the model is just one piece. gpt, claude, gemini are the reasoning layer. the key is model + loop + tools + context 6. mcp is how agents use tools. it connects things like browser, code, apis, and your internal software. once connected, the agent decides when to use them to get the job done 7. context beats prompt all day. you don't need to write perfect prompts. load your agent with context about your business, style, and goals and then simple instructions work 8. claude.md or agents.md is the onboarding doc it tells the agent who it is, how to behave, what it knows, and what tools it can use. this gets loaded every time before it starts 9. memory.md is how it improves. agents don’t remember by default. this file stores preferences, corrections, and patterns you tell the agent to update it, and it gets better over time 10. skills + harnesses make it usable. skills are reusable tasks like writing, research, analysis the harness is the environment like claude code or openclaw that runs everything. basiclaly, different interfaces, same system underneath this episode with remy on The Startup Ideas Podcast (SIP) 🧃 was one of the clearest ways of understanding a lot of the core concepts of ai agents could be the best beginners course for ai agents 58 mins. all free. no advertisers. i just want to see you build cool stuff. im rooting for you. send to a friend watch
58:55

AI AGENTS 101 (58 minute free masterclass) send this to anyone who wants to understand ai agents, claude skills, md files, how to get the most out of AI etc in plain english: 1. chat vs agents - chat models answer questions in a back and forth while agents take a goal, figure out the steps, and deliver a result 2. agents don’t stop after one response. they keep running until the task is actually finishedno babysitting required 3. everything runs on a loop. they gather context, decide what to do, take an action, then repeat until done 4. the loop is the system. they look at files, tools, and the internet. decide the next step. execute and then feed that back into the next step. over and over until completion 5. the model is just one piece. gpt, claude, gemini are the reasoning layer. the key is model + loop + tools + context 6. mcp is how agents use tools. it connects things like browser, code, apis, and your internal software. once connected, the agent decides when to use them to get the job done 7. context beats prompt all day. you don't need to write perfect prompts. load your agent with context about your business, style, and goals and then simple instructions work 8. claude.md or agents.md is the onboarding doc it tells the agent who it is, how to behave, what it knows, and what tools it can use. this gets loaded every time before it starts 9. memory.md is how it improves. agents don’t remember by default. this file stores preferences, corrections, and patterns you tell the agent to update it, and it gets better over time 10. skills + harnesses make it usable. skills are reusable tasks like writing, research, analysis the harness is the environment like claude code or openclaw that runs everything. basiclaly, different interfaces, same system underneath this episode with remy on The Startup Ideas Podcast (SIP) 🧃 was one of the clearest ways of understanding a lot of the core concepts of ai agents could be the best beginners course for ai agents 58 mins. all free. no advertisers. i just want to see you build cool stuff. im rooting for you. send to a friend watch

GREG ISENBERG

376,293 views • 5 months ago

"That race I had with Charles, just in the second race, was one of the most fun races I've had, I think. Other than that was maybe me and Nico in Bahrain many years ago [2014]." "So I just hope we get more of that because that's what racing's about. It's like back and forth, back and forth, rather than one [over]take and then it's over. So I personally enjoy that." F1 2026 || Japan
0:46

"That race I had with Charles, just in the second race, was one of the most fun races I've had, I think. Other than that was maybe me and Nico in Bahrain many years ago [2014]." "So I just hope we get more of that because that's what racing's about. It's like back and forth, back and forth, rather than one [over]take and then it's over. So I personally enjoy that." F1 2026 || Japan

sim

350,295 views • 5 months ago

Nick talks about the 2020 election conspiracy & says the results were untrustworthy. "You're sending ballots out and back in a dropbox, you don't know what happened in the intervening time. There's tons of problems with how that election was conducted, you just can't trust it."
3:14

Nick talks about the 2020 election conspiracy & says the results were untrustworthy. "You're sending ballots out and back in a dropbox, you don't know what happened in the intervening time. There's tons of problems with how that election was conducted, you just can't trust it."

bakedGroyper

34,744 views • 24 days ago

Gabriel: When I felt Sincere was putting Melanie's feeling in front of him, I told him bro you just met her she's not your girlfriend, you have to change your mind about it and go for SOL, she's your type. The back and forth with him and Corbin was disrespectful.
1:49

Gabriel: When I felt Sincere was putting Melanie's feeling in front of him, I told him bro you just met her she's not your girlfriend, you have to change your mind about it and go for SOL, she's your type. The back and forth with him and Corbin was disrespectful.

Calissi✨🤍

2,435,607 views • 2 months ago

Learned something new about CJ Baxter today... When asked by Lauren Hightower about his bye week, CJ said he went to Six Flags with his girlfriend Mia. "This embarrassing, I think it's called the Joker. We sit in like a circle and you swing back and forth, back and forth. My girlfriend said I passed out " Despite being from Orlando, CJ also told us he's never been to Disney #HookEm | #Texas
1:00

Learned something new about CJ Baxter today... When asked by Lauren Hightower about his bye week, CJ said he went to Six Flags with his girlfriend Mia. "This embarrassing, I think it's called the Joker. We sit in like a circle and you swing back and forth, back and forth. My girlfriend said I passed out " Despite being from Orlando, CJ also told us he's never been to Disney #HookEm | #Texas

Cory Mose

172,542 views • 9 months ago

Angela nagging her husband🤣 "Chuck I hope you put a battery drip on my car, that's very fucking important to me. And also I hope you cleaned out the dryer vent. And I hope you're mowing the lawn regularly so the neighbors don't get pissed off. And I hope you figured out a solution for the pool. And I hope you aren't letting the dogs pee in the house and they're in the crate every single night like they're supposed to be. What else...I hope you're scrubbing your toilet because I don't want hard water stains in it. I hope you registered the cars that you were supposed to register. I hope you're not eating fast food. I hope you're watching me..." #BB28 #BBBitez
0:51

Angela nagging her husband🤣 "Chuck I hope you put a battery drip on my car, that's very fucking important to me. And also I hope you cleaned out the dryer vent. And I hope you're mowing the lawn regularly so the neighbors don't get pissed off. And I hope you figured out a solution for the pool. And I hope you aren't letting the dogs pee in the house and they're in the crate every single night like they're supposed to be. What else...I hope you're scrubbing your toilet because I don't want hard water stains in it. I hope you registered the cars that you were supposed to register. I hope you're not eating fast food. I hope you're watching me..." #BB28 #BBBitez

Big Brother Bitez 🔊

89,516 views • 1 month ago

'You don't think there is an issue with not being able to speak a word of English in Great Britain?' Ben Leo and former Liberal Democrat councillor Mathew Hulbert go back and forth over what unites the population of Britain.
2:10

'You don't think there is an issue with not being able to speak a word of English in Great Britain?' Ben Leo and former Liberal Democrat councillor Mathew Hulbert go back and forth over what unites the population of Britain.

GB News

18,859 views • 3 months ago

Think you can outsmart Gemini? We challenge you to a chess match! Play Gemini in a game of chess with our newest Gem: Chess champ. Explore different openings as you banter back and forth with Gemini. Available in the Gemini web app. ♟️Can you beat it? →
0:32

Think you can outsmart Gemini? We challenge you to a chess match! Play Gemini in a game of chess with our newest Gem: Chess champ. Explore different openings as you banter back and forth with Gemini. Available in the Gemini web app. ♟️Can you beat it? →

Google Gemini

59,435 views • 1 year ago