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sharing a pretty important primitive in my agentic engineering setup I call it "gnhf" - good night, have fun basically, every night before I go to bed, I would put my agents to work so I never wake up "empty-handed". it's done through a similar setup as geoff's famous... ralph loop and Andrej Karpathy's autoresearch i just open sourced my solution as a tool at - it's a dead-simple orchestrator that can run claude code, codex, opencode and rovo dev it's particularly effective when you give a measurable goal for the agents to work towards. the agent will deterministically attempt at it, make incremental progress, keep successful results and discard failed ones - rinse and repeat until you wake up (or it reaches the caps you set) i previously ran this with a bunch of scripts but finally got time to package it as a tool - pretty fresh so will likely have rough edges, but feel free to give it a try! good night, have fun!show more

Kun Chen

9,228 subscribers

59,508 次观看 • 2 个月前 •via X (Twitter)

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"Hi, my friends, How are you? Today, I listen to Shen Yun's music. It is so so amazing! And I want to give it to you. I hope you will have a relaxing and peaceful night with the music of Shen Yun. Have a good sleep! ⏩ ⏩

"Hi, my friends, How are you? Today, I listen to Shen Yun's music. It is so so amazing! And I want to give it to you. I hope you will have a relaxing and peaceful night with the music of Shen Yun. Have a good sleep! ⏩ ⏩

🎼🌺Music Love♥️

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Finally got a chance to play around with Andrej Karpathy's LLM Council. I built it as a plugin inside of Claude Code. Hooked it up with OpenRouter for models. The AskUserQuestion tool came in handy to select the council and chairman. This is my first test, but I agree with Karpathy that the concept of LLM ensembles can be used beyond models that offer perspectives on interesting questions. I feel like this could have really cool applications in agentic coding. More on that soon. I built this as a plugin, so next I will be exploring other user cases around agentic coding, like evaluation, tool building, designing, and research. If there is enough interest, I will clean it up and push it out as an open plugin.

Finally got a chance to play around with Andrej Karpathy's LLM Council. I built it as a plugin inside of Claude Code. Hooked it up with OpenRouter for models. The AskUserQuestion tool came in handy to select the council and chairman. This is my first test, but I agree with Karpathy that the concept of LLM ensembles can be used beyond models that offer perspectives on interesting questions. I feel like this could have really cool applications in agentic coding. More on that soon. I built this as a plugin, so next I will be exploring other user cases around agentic coding, like evaluation, tool building, designing, and research. If there is enough interest, I will clean it up and push it out as an open plugin.

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Hated death stranding, deleted it 3 times from the hardrive over the last 5 years as I tried to give it chance after chance. But finally in my fourth attempt I am 55 hours in and loving it. It's a brilliant game with some issues but brilliant no doubt, and if you are like me and have bought it but never finished this game, I have a few thoughts as to why you should give it another attempt. You might end up having a completely changed view of this game.

Hated death stranding, deleted it 3 times from the hardrive over the last 5 years as I tried to give it chance after chance. But finally in my fourth attempt I am 55 hours in and loving it. It's a brilliant game with some issues but brilliant no doubt, and if you are like me and have bought it but never finished this game, I have a few thoughts as to why you should give it another attempt. You might end up having a completely changed view of this game.

oti

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Tried to make it as simple as possible. Follow it and give it a try. There are more things you can do but i kept it easy for everyone for now. Check the first comment for the link. I have the tool and some documentation for further reading. Good luck.

Tried to make it as simple as possible. Follow it and give it a try. There are more things you can do but i kept it easy for everyone for now. Check the first comment for the link. I have the tool and some documentation for further reading. Good luck.

elias

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Jensen Huang reveals how he actually spends his time as CEO and why he often refuses to sleep "I spend a lot of time talking to our employees. People are surprised how much time I spend eating in the cafeteria, whether it's lunch or dinner" "I need to come back to my number one job function and what I believe is the most important responsibility I have, which is to be the custodian of the culture" "If you want to be the custodian of the culture, you can't do it through CNN, you can't do it through Forbes magazine articles" "You have to do it 1% at a time unfortunately, or large crowds at a time" "I try to spend my time as much as I can on the things that I believe will have long-lasting influence on our company" "As a CEO, your time is not always yours. You need to have the discipline to make it yours. I'll often come into the office and tell my admin to clear my calendars just so I can have that time back" "You also come to the conclusion that as a CEO, not sleeping is a good choice. That's always a good option. It creates more time when you don't sleep"

Jensen Huang reveals how he actually spends his time as CEO and why he often refuses to sleep "I spend a lot of time talking to our employees. People are surprised how much time I spend eating in the cafeteria, whether it's lunch or dinner" "I need to come back to my number one job function and what I believe is the most important responsibility I have, which is to be the custodian of the culture" "If you want to be the custodian of the culture, you can't do it through CNN, you can't do it through Forbes magazine articles" "You have to do it 1% at a time unfortunately, or large crowds at a time" "I try to spend my time as much as I can on the things that I believe will have long-lasting influence on our company" "As a CEO, your time is not always yours. You need to have the discipline to make it yours. I'll often come into the office and tell my admin to clear my calendars just so I can have that time back" "You also come to the conclusion that as a CEO, not sleeping is a good choice. That's always a good option. It creates more time when you don't sleep"

Jaynit

57,517 次观看 • 7 天前

🎙️: “this could be championship weekend for you lando norris” lando: “i'm excited for all of it. i've never been in this situation before but i'm excited, i think it's exciting for everyone. i think i certainly would have liked to have the 30 point gap instead of 24 to whoever it is, but yeah makes it more exciting for you guys i guess so good for you. and no, i think i'll just go and try and do the same thing i'll focus on trying to get good quali and have a good race and just take one step at a time. i don't mind, of course the earlier i can do it the better but at the same time that doesn't change how i do anything i just need to try and win and simple as that”

🎙️: “this could be championship weekend for you lando norris” lando: “i'm excited for all of it. i've never been in this situation before but i'm excited, i think it's exciting for everyone. i think i certainly would have liked to have the 30 point gap instead of 24 to whoever it is, but yeah makes it more exciting for you guys i guess so good for you. and no, i think i'll just go and try and do the same thing i'll focus on trying to get good quali and have a good race and just take one step at a time. i don't mind, of course the earlier i can do it the better but at the same time that doesn't change how i do anything i just need to try and win and simple as that”

ray

434,609 次观看 • 6 个月前

Well, I *was* having fun with my first 2011 🤣 Tonight after a couple mags it failed to go fully into battery, so I pushed it forward and fired the chambered round (perhaps that was an error, though it was a pretty gentle push I didn't need to force it or anything). Now it's totally locked up, not sure what to do but maybe one of you knows. It only has about 300 rounds through it, and cleaned and oiled it after the first 100. I know it has a bit of a break-in period, though this was my first issue with it. But it's a pretty big issue! I could try and really force it open but I dont want to break it.

Well, I was having fun with my first 2011 🤣 Tonight after a couple mags it failed to go fully into battery, so I pushed it forward and fired the chambered round (perhaps that was an error, though it was a pretty gentle push I didn't need to force it or anything). Now it's totally locked up, not sure what to do but maybe one of you knows. It only has about 300 rounds through it, and cleaned and oiled it after the first 100. I know it has a bit of a break-in period, though this was my first issue with it. But it's a pretty big issue! I could try and really force it open but I dont want to break it.

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Y’all know I love to have a good time… but when it comes to betting, it's more fun when it's for fun. So keep it smart and play responsibly. DraftKings has tools to help you do just that! #DKPartner

Y’all know I love to have a good time… but when it comes to betting, it's more fun when it's for fun. So keep it smart and play responsibly. DraftKings has tools to help you do just that! #DKPartner

Kevin Hart

95,871 次观看 • 1 年前

I’m trying to compute the last couple days and honestly I’m absolutely fucking shattered. You have been my North Star for everything for as long as I can remember from when I was misunderstood as a child to the way people thought I was just a little “too much” or “strange” in my life and career. I owe so much to you, your wife and your family - you all gave me a road to run down and supported me when people would turn their nose up. You loved life so much and you adored music. It was your smile man. You taught me it was beautiful to be out of the box. I promise you with all my heart I will try my best and make it my life’s journey to keep the sprit that you started and what you have taught me alive. I will give it my best shot. To sing this song for you at an event surrounded by legends inspired by you to a crowd that loved you was truly my life’s greatest honour and I vow to play this song every night for the rest of my life. You’re my hero in every regard. I hope you’re up there avin a drink with Randy. For the prince of darkness you sure brought all the light to the world. I love you Ozzy.

I’m trying to compute the last couple days and honestly I’m absolutely fucking shattered. You have been my North Star for everything for as long as I can remember from when I was misunderstood as a child to the way people thought I was just a little “too much” or “strange” in my life and career. I owe so much to you, your wife and your family - you all gave me a road to run down and supported me when people would turn their nose up. You loved life so much and you adored music. It was your smile man. You taught me it was beautiful to be out of the box. I promise you with all my heart I will try my best and make it my life’s journey to keep the sprit that you started and what you have taught me alive. I will give it my best shot. To sing this song for you at an event surrounded by legends inspired by you to a crowd that loved you was truly my life’s greatest honour and I vow to play this song every night for the rest of my life. You’re my hero in every regard. I hope you’re up there avin a drink with Randy. For the prince of darkness you sure brought all the light to the world. I love you Ozzy.

YUNGBLUD

1,076,018 次观看 • 10 个月前

New Andrej Karpathy interview Says AI agent failures stem from user skill, not model capability. Poor instructions cause errors. He suggests delegating 20-minute macro actions like coding and research to parallel agents and reviewing their work. --- "I think everything, like so many things, even if they don't work, I think to a large extent you feel like it's a skill issue. It's not that the capability is not there; it's that you just haven't found a way to string together what's available. Like, I didn't give good enough instructions to the agents in the file, or whatever it may be. I don't have a nice enough memory tool that I put in there, or something like that. So, it all kind of feels like a skill issue when it doesn't work to some extent. You want to see how you can parallelize them, and you want to be a 'Pierce tender,' basically. Pierce famously has a funny photo where he's in front of lots of these Codex agents behind the monitor. They all take about 20 minutes if you run them correctly and use high effort. You have multiple—you know, 10 or 20—pull requests checked out. It's just like you can do much larger macro actions. It's not just, 'Here's a line of code, here's a new function.' It's like, 'Here's a new functionality, delegate it to agent one. Here's a new functionality that's not going to interfere with the other one, give it to agent two.' Then, you try to review their work as best as you can, depending on how much you care about that code. You look for these macro actions that you can manipulate your software repository by. Another agent is doing some research, another agent is writing code, another one is coming up with a plan for some new implementation. Everything just happens in these macro actions over your repository. You're just trying to become really good at it and develop a muscle memory for it. It's very rewarding when it actually works, but it's also a new thing to learn. Hence, the psychosis." --- From No Priors YT channel (link in comment)

New Andrej Karpathy interview Says AI agent failures stem from user skill, not model capability. Poor instructions cause errors. He suggests delegating 20-minute macro actions like coding and research to parallel agents and reviewing their work. --- "I think everything, like so many things, even if they don't work, I think to a large extent you feel like it's a skill issue. It's not that the capability is not there; it's that you just haven't found a way to string together what's available. Like, I didn't give good enough instructions to the agents in the file, or whatever it may be. I don't have a nice enough memory tool that I put in there, or something like that. So, it all kind of feels like a skill issue when it doesn't work to some extent. You want to see how you can parallelize them, and you want to be a 'Pierce tender,' basically. Pierce famously has a funny photo where he's in front of lots of these Codex agents behind the monitor. They all take about 20 minutes if you run them correctly and use high effort. You have multiple—you know, 10 or 20—pull requests checked out. It's just like you can do much larger macro actions. It's not just, 'Here's a line of code, here's a new function.' It's like, 'Here's a new functionality, delegate it to agent one. Here's a new functionality that's not going to interfere with the other one, give it to agent two.' Then, you try to review their work as best as you can, depending on how much you care about that code. You look for these macro actions that you can manipulate your software repository by. Another agent is doing some research, another agent is writing code, another one is coming up with a plan for some new implementation. Everything just happens in these macro actions over your repository. You're just trying to become really good at it and develop a muscle memory for it. It's very rewarding when it actually works, but it's also a new thing to learn. Hence, the psychosis." --- From No Priors YT channel (link in comment)

Rohan Paul

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You should try svelte... seriously I been using it for the last couple weeks after deciding to finally give it a try (Ben Davis kept bugging me)... now I can't go back... I love it... it's fun to write and the models are pretty good at it

You should try svelte... seriously I been using it for the last couple weeks after deciding to finally give it a try (Ben Davis kept bugging me)... now I can't go back... I love it... it's fun to write and the models are pretty good at it

Micky

67,061 次观看 • 2 个月前

18 minutes of #KimSeonho yapping with Seonhohadas with his endless gratefulness during the fan sign event!! 🥹🥹 "i'm releasing many projects this year as you know. because i wasn't able to greet my fans through my work for a while, it feels like everything is being released at once this year, i really hope you'll be happy about that. I filmed them with a hope to give back a bit more, so i hope you'll enjoy and feel happy about it. I hope you have fun. I hope you feel my heart even if it's just through my work. i will also do my best in my work. I'll make sure to show you my best self."

18 minutes of #KimSeonho yapping with Seonhohadas with his endless gratefulness during the fan sign event!! 🥹🥹 "i'm releasing many projects this year as you know. because i wasn't able to greet my fans through my work for a while, it feels like everything is being released at once this year, i really hope you'll be happy about that. I filmed them with a hope to give back a bit more, so i hope you'll enjoy and feel happy about it. I hope you have fun. I hope you feel my heart even if it's just through my work. i will also do my best in my work. I'll make sure to show you my best self."

joy ◡̈ 🥐

366,495 次观看 • 4 个月前

Just sorta looking at the leftovers. I have to live in a hotel for now....It's rough and stressful....But I'm not deterred. A lot of you guys asked me to set up a go fund me.... so I have. It's not a lot but it helps. Thank you all so much! Link in comments 🔗⬇️

Just sorta looking at the leftovers. I have to live in a hotel for now....It's rough and stressful....But I'm not deterred. A lot of you guys asked me to set up a go fund me.... so I have. It's not a lot but it helps. Thank you all so much! Link in comments 🔗⬇️

𝙍𝙀𝙔𝘾𝘼𝙇𝙇 _ 🎧🥬

444,438 次观看 • 2 年前

I finally got around to dogfooding my own ntm tool for managing a bunch of agents, and... it's not bad? I made an ntm skill for Claude Code and then simply told it to use ntm with 10 CCs and 5 Codex instances on a new project that I just finished making the beads for. Easy.😎

I finally got around to dogfooding my own ntm tool for managing a bunch of agents, and... it's not bad? I made an ntm skill for Claude Code and then simply told it to use ntm with 10 CCs and 5 Codex instances on a new project that I just finished making the beads for. Easy.😎

Jeffrey Emanuel

17,578 次观看 • 4 个月前

Grok 3 was just released. You won't believe it, I've already created a game. (I got early access THIS MORNING). This game was 100% created by GROK, I just told it what I wanted, and put the code in the right place. I just keep asking for adjustments, and it keeps spitting the game out in a single file that I can put on my desktop and run. The game is changed forever. I've been developing a lot with AI's from every other major AI builder lately, trying to decide what I like best, and grok is a PLAYER. I don't have official benchmarks, and I don't have API setup yet so it's not my normal workflow, but it felt every bit as capable as Sonet, 4o, or anything else. In the next day or so I'll get it set up as part of my workflow in NVIM and put it to real work. This is incredible. We live in the future. Everyone is a developer now.

Grok 3 was just released. You won't believe it, I've already created a game. (I got early access THIS MORNING). This game was 100% created by GROK, I just told it what I wanted, and put the code in the right place. I just keep asking for adjustments, and it keeps spitting the game out in a single file that I can put on my desktop and run. The game is changed forever. I've been developing a lot with AI's from every other major AI builder lately, trying to decide what I like best, and grok is a PLAYER. I don't have official benchmarks, and I don't have API setup yet so it's not my normal workflow, but it felt every bit as capable as Sonet, 4o, or anything else. In the next day or so I'll get it set up as part of my workflow in NVIM and put it to real work. This is incredible. We live in the future. Everyone is a developer now.

Penny2x

1,606,027 次观看 • 1 年前

On a previous #TeawithGaryVee I was asked "I have a pretty good job but, I'm not enjoying it as much as I used to. Any thoughts?" If you have a question for me, drop it here so my team can add it to the next Rapid Fire Q&A and follow me on

On a previous #TeawithGaryVee I was asked "I have a pretty good job but, I'm not enjoying it as much as I used to. Any thoughts?" If you have a question for me, drop it here so my team can add it to the next Rapid Fire Q&A and follow me on

Gary Vaynerchuk

12,285 次观看 • 9 个月前

Derrick White on his shooting struggles: "It's easy to say just go out there and have fun, but there are a lot of different things that go into it. So definitely thankful for the teammates I have to keep me going and have my back. It's up to me ... to play the way I know I can."

Derrick White on his shooting struggles: "It's easy to say just go out there and have fun, but there are a lot of different things that go into it. So definitely thankful for the teammates I have to keep me going and have my back. It's up to me ... to play the way I know I can."

Celtics on CLNS

344,601 次观看 • 1 个月前

lando: “dementia is not something that just people have as they get older. you can be born with it, young people can have it. and it affects over 50 million people around the world. so it's something that none of us want to have. and i'm a guy that my whole life is about memories. it's about creating those pictures in your mind. and the last thing i ever want to do is lose that as i get older. that's what everything in my life is about. so it's cool that i can go out and track. i can have my fun. i can go and race. but there's a kind of second meaning behind it all. and at the same time, i get to do something good for the world. and that's something that i love” ❤️❤️

lando: “dementia is not something that just people have as they get older. you can be born with it, young people can have it. and it affects over 50 million people around the world. so it's something that none of us want to have. and i'm a guy that my whole life is about memories. it's about creating those pictures in your mind. and the last thing i ever want to do is lose that as i get older. that's what everything in my life is about. so it's cool that i can go out and track. i can have my fun. i can go and race. but there's a kind of second meaning behind it all. and at the same time, i get to do something good for the world. and that's something that i love” ❤️❤️

ray

58,258 次观看 • 16 天前

Lando: “In a way I wanted to keep number 4 because I'm just happy with that and it goes well with my logo. So that's how straightforward I am. But I will go with number 1. Because I have to. I have to. It could be my only opportunity in my life that I get to do such a thing. Not many people in the world get to do that kind of thing. And it's not for me. It's just for my mechanics. This is for my engineers. It's the fact that they get to run with the number 1 on the car. And I think it'll mean a lot more to them than it does to me as a number. And for me, that's a lot more important.”

naenia ¹ ⁶³

1,646,647 次观看 • 6 个月前