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UPDATE: Ended up with this cool little tool to both build and verify the training data quality; it turned out very accurate! So I am at least happy about that (tho it obvisouly was the easy part) The pipeline to produce this kind of training data (from any Warsh...

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Yousr

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38,057 просмотров • 6 месяцев назад •via X (Twitter)

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BREAKTHROUGH on offline-tarteel today Cyberistic hit 100% recall, 100% precision, and 100% sequence accuracy, with 0.84s average CPU latency. I can't believe i'm writing this sentence! His idea was simple: instead of trying to "understand everything" in one shot, it listens to the recitation, finds the Qur’an verses that sound most likely, then checks the small audio clues against those verses until the right one wins. That's what made it fast enough to run offline, and accurate enough to feel real. This is the part that makes me happiest: open source worked exactly the way I hoped! I put my earlier work out there. Someone else picked it up, pushed it way further, and now we have something I genuinely didn’t think we’d reach this soon. link below!
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BREAKTHROUGH on offline-tarteel today Cyberistic hit 100% recall, 100% precision, and 100% sequence accuracy, with 0.84s average CPU latency. I can't believe i'm writing this sentence! His idea was simple: instead of trying to "understand everything" in one shot, it listens to the recitation, finds the Qur’an verses that sound most likely, then checks the small audio clues against those verses until the right one wins. That's what made it fast enough to run offline, and accurate enough to feel real. This is the part that makes me happiest: open source worked exactly the way I hoped! I put my earlier work out there. Someone else picked it up, pushed it way further, and now we have something I genuinely didn’t think we’d reach this soon. link below!

yazin

30,066 просмотров • 2 месяцев назад

My whole company runs on skills I bundled into a GitHub repo. Here's how to build the same thing for your team: - Put your skills in a GitHub repo - Get Claude to write the couple of JSON files that make it readable as a plugin - In Claude Code, type /plugin, go to marketplaces, add marketplace, paste your repo URL - Split the plugins by department, so your copywriter isn't installing the finance skills It works in Codex too. I've got the same team skills installed there and I use them the same way. Now when I build something like my Notion formatting skill, I add it to the repo and it lands on everyone's Claude and Codex. If someone wrecks a skill, we roll it back to an older version. The key is enabling auto-update, so when someone improves a skill everyone benefits. I don't have a clue how the JSON works. I got Claude to set the whole thing up for me. Start with one skill and before you know it your whole team will be AI pilled.
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My whole company runs on skills I bundled into a GitHub repo. Here's how to build the same thing for your team: - Put your skills in a GitHub repo - Get Claude to write the couple of JSON files that make it readable as a plugin - In Claude Code, type /plugin, go to marketplaces, add marketplace, paste your repo URL - Split the plugins by department, so your copywriter isn't installing the finance skills It works in Codex too. I've got the same team skills installed there and I use them the same way. Now when I build something like my Notion formatting skill, I add it to the repo and it lands on everyone's Claude and Codex. If someone wrecks a skill, we roll it back to an older version. The key is enabling auto-update, so when someone improves a skill everyone benefits. I don't have a clue how the JSON works. I got Claude to set the whole thing up for me. Start with one skill and before you know it your whole team will be AI pilled.

The Startup Ideas Podcast (SIP) 🧃

19,532 просмотров • 11 дней назад

GUYS IM SO HYPED! This was all theoretical, made it just for fun; I did not know if a merge of two different fine tunes would be usable let alone an improvement! But the final seam-healed 18B merge is genuinely awesome! And a real improvement over either 9B alone (at least I think make your own conclusions and let me know) TLDR: I’ve merged 2 of Jackrongs excellent fine tunes into one really awesome 18B model, sitting nicely between the 9B and 27B using only 10GB of VRAM! It one shotted a bunch of web dashboards AND A SNAKE GAME THAT WORKS and looks nice too! All in the video below you can also check them in the repo! Uploading the healed model now, unfortunately T-Mobile internet is throttling me to 1MB/second upload so it will be 30 minutes or so before it’s done but it will be live at the repo in the comments! And I will post again when it’s live! In the meantime, you can open the html examples in the repo to check them out! I also have included a full documentation of the merge and healing process! WERE GONNA MAKE SO MUCH COOL STUFF WITH THIS METHOD!
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GUYS IM SO HYPED! This was all theoretical, made it just for fun; I did not know if a merge of two different fine tunes would be usable let alone an improvement! But the final seam-healed 18B merge is genuinely awesome! And a real improvement over either 9B alone (at least I think make your own conclusions and let me know) TLDR: I’ve merged 2 of Jackrongs excellent fine tunes into one really awesome 18B model, sitting nicely between the 9B and 27B using only 10GB of VRAM! It one shotted a bunch of web dashboards AND A SNAKE GAME THAT WORKS and looks nice too! All in the video below you can also check them in the repo! Uploading the healed model now, unfortunately T-Mobile internet is throttling me to 1MB/second upload so it will be 30 minutes or so before it’s done but it will be live at the repo in the comments! And I will post again when it’s live! In the meantime, you can open the html examples in the repo to check them out! I also have included a full documentation of the merge and healing process! WERE GONNA MAKE SO MUCH COOL STUFF WITH THIS METHOD!

Kyle Hessling

15,212 просмотров • 4 месяцев назад

Cowboy CEO Baiju Bhatt on why orbital data centers won't just be a SpaceX monopoly. "We're working on it. I think that if there's enough commercial demand for this, and there are enough dollars flowing to this, I think that capitalism is efficient, right?" "I think that as we look at, at least in the US, data centers are not very popular. They're actually quite unpopular, right? "And the intersection between these massive build outs, as we look out to the amount of capacity that people want—we're still kind of the early innings of this stuff." "The frustration from the US population, I see this probably getting worse before it gets better, which means that if AI wants to eat a ton of energy, it's gonna need some other places to get it." "So I think there is a degree of inevitability, not just to data centers in space, but also the other ways of powering AI." "And I think if there's enough commercial activity, you're gonna see a lot of people try to do it. And like I said, we're also doing it." With Mo Islam at the NYSE 🏛
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Cowboy CEO Baiju Bhatt on why orbital data centers won't just be a SpaceX monopoly. "We're working on it. I think that if there's enough commercial demand for this, and there are enough dollars flowing to this, I think that capitalism is efficient, right?" "I think that as we look at, at least in the US, data centers are not very popular. They're actually quite unpopular, right? "And the intersection between these massive build outs, as we look out to the amount of capacity that people want—we're still kind of the early innings of this stuff." "The frustration from the US population, I see this probably getting worse before it gets better, which means that if AI wants to eat a ton of energy, it's gonna need some other places to get it." "So I think there is a degree of inevitability, not just to data centers in space, but also the other ways of powering AI." "And I think if there's enough commercial activity, you're gonna see a lot of people try to do it. And like I said, we're also doing it." With Mo Islam at the NYSE 🏛

Jack Kuhr

119,185 просмотров • 3 дней назад

I tried to tell y’all how it works when I’m on the beach or in a tourists trap. I see these guys walking around with icy drinks and since everything else in the country was cheaper than they are here I would assume his drinks would be too. These guys will come by and even take your “order” if I don’t see something I want, he will say he can make it for me. These women fell for this and ordered 3 drinks from him. One of the ladies was so thirsty she immediately started drinking it until he told them they owed him $75. Mind you these are adult drinks, the cups look to be a decent size so is it worth it or are they just tripping out? I am on the fence with this one, if it’s clean and good quality, I may say this is a fair price but the only one I’m questioning is the one who tried to give it back after she already drank out of it. Rarely will I side with a street merchant because I feel like they’ve ripped me off quite a few times. But I think his price is valid for this. I’ve paid close to the same price for much less when I was at the beach. Most of the time I can tell they are well drinks that they tell me are too shelf. Many people can’t tell the difference but I can. I only drink certain brands and I am very used to what they taste like. This kind of interaction is why I now only buy from restaurants and bars like I mentioned before. I am not going to get into an argument with someone over something I ordered but failed to check the price first. That old saying, “if you have to ask them you can’t afford it.” That doesn’t apply here because if I have to ask then it means they should have listed the price up front.
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I tried to tell y’all how it works when I’m on the beach or in a tourists trap. I see these guys walking around with icy drinks and since everything else in the country was cheaper than they are here I would assume his drinks would be too. These guys will come by and even take your “order” if I don’t see something I want, he will say he can make it for me. These women fell for this and ordered 3 drinks from him. One of the ladies was so thirsty she immediately started drinking it until he told them they owed him $75. Mind you these are adult drinks, the cups look to be a decent size so is it worth it or are they just tripping out? I am on the fence with this one, if it’s clean and good quality, I may say this is a fair price but the only one I’m questioning is the one who tried to give it back after she already drank out of it. Rarely will I side with a street merchant because I feel like they’ve ripped me off quite a few times. But I think his price is valid for this. I’ve paid close to the same price for much less when I was at the beach. Most of the time I can tell they are well drinks that they tell me are too shelf. Many people can’t tell the difference but I can. I only drink certain brands and I am very used to what they taste like. This kind of interaction is why I now only buy from restaurants and bars like I mentioned before. I am not going to get into an argument with someone over something I ordered but failed to check the price first. That old saying, “if you have to ask them you can’t afford it.” That doesn’t apply here because if I have to ask then it means they should have listed the price up front.

SonnyBoy🇺🇸

289,793 просмотров • 2 месяцев назад

Jayson Tatum: “It might not seem like it, cause I’m back playing, but it was a very, very long time for me not to be doing what I love to do. “So, I can’t stress it enough, the fact that I get to put my uniform on and run out there with the team is a win for me...The amount of joy I’ve been able to find just being back out there and being out there with my teammates is all I think about.”
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Jayson Tatum: “It might not seem like it, cause I’m back playing, but it was a very, very long time for me not to be doing what I love to do. “So, I can’t stress it enough, the fact that I get to put my uniform on and run out there with the team is a win for me...The amount of joy I’ve been able to find just being back out there and being out there with my teammates is all I think about.”

Bobby Krivitsky

113,287 просмотров • 4 месяцев назад

True story: when I lived in Baton Rouge, I would go for a three mile run every single night around the neighborhood. There were a lot of little lakes and it was Louisiana so I was always aware of potential dangerous wildlife, so when I say "run" I mean fear of God RUN every night. One night, I was almost home and I heard something following me from the woods for a bit. I got close to the house, turned around, and saw this..... thing in the middle of the road. It moved like nothing I had ever seen. When I turned around, it came to a stop and just stared at me from about 40-50 yards away. It was tall. Not big, per say, but TALL. Kind of like a dog that had stilts on, but also an extra joint the way it moved. After a few seconds of staring, it started running at me, so I booked it to the house and locked the door. Never found out what it was. It has faked me out to this day. I've had bears in my back yard, +10' gators, etc, but THIS was freaky. Scrolling through tiktok this morning, I saw it again. Don't know how, but this is what I saw that night. So either something escaped from the zoo, or the Rougarou is real. I also found a map of the Mississippi River from the 1600s that had a creature like this near the mouth of the river.
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True story: when I lived in Baton Rouge, I would go for a three mile run every single night around the neighborhood. There were a lot of little lakes and it was Louisiana so I was always aware of potential dangerous wildlife, so when I say "run" I mean fear of God RUN every night. One night, I was almost home and I heard something following me from the woods for a bit. I got close to the house, turned around, and saw this..... thing in the middle of the road. It moved like nothing I had ever seen. When I turned around, it came to a stop and just stared at me from about 40-50 yards away. It was tall. Not big, per say, but TALL. Kind of like a dog that had stilts on, but also an extra joint the way it moved. After a few seconds of staring, it started running at me, so I booked it to the house and locked the door. Never found out what it was. It has faked me out to this day. I've had bears in my back yard, +10' gators, etc, but THIS was freaky. Scrolling through tiktok this morning, I saw it again. Don't know how, but this is what I saw that night. So either something escaped from the zoo, or the Rougarou is real. I also found a map of the Mississippi River from the 1600s that had a creature like this near the mouth of the river.

Rebekah Jones

110,460 просмотров • 14 дней назад

The number one question I get in the Claude Code / Cowork Community: "how do I share my Cowork skills with my team?" Here's the problem. You build a great skill. You zip it up. You drop it in Slack. Your teammate downloads it, uploads it, and maybe it works. Maybe they upload it wrong. Maybe you update the skill next week and nobody gets the new version. You're now maintaining skills through chat messages and hoping for the best. That doesn't scale. I just put out a video breaking down the three methods I've tested for sharing skills and plugins across a team. From dead simple to fully synced. Method 1: Shared drive (Google Drive, SharePoint, etc). You put your skill files in a shared folder. Teammates download and upload them into Cowork. It works, but updates are manual and there's no version control. Method 2: Built-in sharing on Team and Enterprise plans. You can share any skill directly with a colleague or publish it to your org directory. When you update the skill, everyone gets the update automatically. This is the easiest path if you're on a paid plan. The catch: there's no approval workflow for org-wide sharing, so set a clear owner. Method 3: GitHub repo. This is what I use. Your entire Cowork workspace -- skills, plugins, claude.md, folder structure, project files -- lives in a private repo. Teammates clone it. When you push an update, they pull it. Everyone stays in sync. You get version history, access control, and a single source of truth. The GitHub method sounds technical, but it's really just two steps: clone the repo, point Cowork at the folder. I walk through the whole thing in the video, including how to use .gitignore to keep personal files (like your morning briefing) out of the shared repo. This works for Cowork, Claude Code, and Open Codex. The infrastructure is the same. Full video linked below. If you've found a different approach that works for your team, I want to hear about it. Comment or reply and let's figure out the best practices together.
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The number one question I get in the Claude Code / Cowork Community: "how do I share my Cowork skills with my team?" Here's the problem. You build a great skill. You zip it up. You drop it in Slack. Your teammate downloads it, uploads it, and maybe it works. Maybe they upload it wrong. Maybe you update the skill next week and nobody gets the new version. You're now maintaining skills through chat messages and hoping for the best. That doesn't scale. I just put out a video breaking down the three methods I've tested for sharing skills and plugins across a team. From dead simple to fully synced. Method 1: Shared drive (Google Drive, SharePoint, etc). You put your skill files in a shared folder. Teammates download and upload them into Cowork. It works, but updates are manual and there's no version control. Method 2: Built-in sharing on Team and Enterprise plans. You can share any skill directly with a colleague or publish it to your org directory. When you update the skill, everyone gets the update automatically. This is the easiest path if you're on a paid plan. The catch: there's no approval workflow for org-wide sharing, so set a clear owner. Method 3: GitHub repo. This is what I use. Your entire Cowork workspace -- skills, plugins, claude.md, folder structure, project files -- lives in a private repo. Teammates clone it. When you push an update, they pull it. Everyone stays in sync. You get version history, access control, and a single source of truth. The GitHub method sounds technical, but it's really just two steps: clone the repo, point Cowork at the folder. I walk through the whole thing in the video, including how to use .gitignore to keep personal files (like your morning briefing) out of the shared repo. This works for Cowork, Claude Code, and Open Codex. The infrastructure is the same. Full video linked below. If you've found a different approach that works for your team, I want to hear about it. Comment or reply and let's figure out the best practices together.

JJ Englert

16,176 просмотров • 4 месяцев назад

Today is the day. This is the show I've been waiting my whole life to make. 4 years ago, during the quiet of the pandemic, I wrote all 8 episodes of PENELOPE. I knew it was different. Something calmer, more soothing. Challenging all of us and our relationship to technology, nature, and ourselves. And then everybody in Hollywood passed on it. So I paid for the entire first season out of my own pocket. The great @meleslyn partnered with me, directing them all. Then there was Sundance Film Festival and SXSW, and a wave of people who began to understand what this show could be for our culture. And now we are premiering Season 1 of PENELOPE on Netflix. And I can't believe it. I am so grateful and humbled. Please watch with your family and friends. This one is meant to be shared. ✌️
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Today is the day. This is the show I've been waiting my whole life to make. 4 years ago, during the quiet of the pandemic, I wrote all 8 episodes of PENELOPE. I knew it was different. Something calmer, more soothing. Challenging all of us and our relationship to technology, nature, and ourselves. And then everybody in Hollywood passed on it. So I paid for the entire first season out of my own pocket. The great @meleslyn partnered with me, directing them all. Then there was Sundance Film Festival and SXSW, and a wave of people who began to understand what this show could be for our culture. And now we are premiering Season 1 of PENELOPE on Netflix. And I can't believe it. I am so grateful and humbled. Please watch with your family and friends. This one is meant to be shared. ✌️

Mark Duplass

246,697 просмотров • 1 год назад

Scottie Scheffler says they didn’t find his ball on 17 and he actually asked people to stop searching for it: “The rules official said it landed just barely left of the grandstand thing. I don't know what you call that, like a sponsor area or something. And Teddy had a beat right on where it was coming down. So when we get up there, it's past the fence that marks the TIO, so he said anything that's in there is it part of the TIO. So then we said -- we tried to figure it out. I said, if I find it, does that help me; can I drop it -- since that would be about 50 yards closer to the hole. He said, yes, you can then use that spot, but you might have to go to the other side of the TIO, which I didn't know exactly where that would be, and that's not a great angle coming across there. “So decided to stop the search and go back and drop it doing point-of-entry TIO relief. Actually I did that once this year during the Byron as well. Not something I'm proud of but I was familiar with.” He went on to say: “I stopped them. They had guys pointing from up there, like it landed right here, and I just kind of hauled up there, and I was like, guys, get out of there, stop, do not find the ball. Fortunately it was my security guy that I've had for a few years here. His name is Brucey. And then Woody was up there as well. So both those guys are pretty -- I know them quite well, so when I said, please don't look for the ball, they got out of there.” The Open
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Scottie Scheffler says they didn’t find his ball on 17 and he actually asked people to stop searching for it: “The rules official said it landed just barely left of the grandstand thing. I don't know what you call that, like a sponsor area or something. And Teddy had a beat right on where it was coming down. So when we get up there, it's past the fence that marks the TIO, so he said anything that's in there is it part of the TIO. So then we said -- we tried to figure it out. I said, if I find it, does that help me; can I drop it -- since that would be about 50 yards closer to the hole. He said, yes, you can then use that spot, but you might have to go to the other side of the TIO, which I didn't know exactly where that would be, and that's not a great angle coming across there. “So decided to stop the search and go back and drop it doing point-of-entry TIO relief. Actually I did that once this year during the Byron as well. Not something I'm proud of but I was familiar with.” He went on to say: “I stopped them. They had guys pointing from up there, like it landed right here, and I just kind of hauled up there, and I was like, guys, get out of there, stop, do not find the ball. Fortunately it was my security guy that I've had for a few years here. His name is Brucey. And then Woody was up there as well. So both those guys are pretty -- I know them quite well, so when I said, please don't look for the ball, they got out of there.” The Open

Flushing It

1,780,460 просмотров • 1 месяц назад

mark explained the confidence behind his big decision “that kind of thing felt so precious. i mean, even putting aside security, money, all these things.. the fact that i still had something i wanted to achieve. that felt so precious. ive always wanted to do things well, to really reach the top in everything. as someone who wakes up every day with this drive to live at my best, i began to wonder, “what does ‘the best’ actually mean? and whats my ultimate dream? what is the greatest thing i can leave behind in this life, in this world?” so everything started connecting. and if this is the greatest dream i believe in, then i needed to commit to it with my absolute best effort. honestly, everyone in this world is living by their own standards and who you are depends on, the standards you live by. but honestly, ive always had a bit of a loser mindset, what a man should be? and i never felt like that matched who i am. ive always had a complex about that, like rough or edgy and not too exemplary either. but suddenly i got confused about all that. i ended up talking about it to david, david kept asking me “what is that coolness you have in your head?” that made me dig deep and really think. i realized i should actually live by what’s ‘good’ and i need to express that through music. so i found this dream of showing ‘goodness’, i want to show the world what real goodness is and making music like that. ultimately, for the next generation.. i really want to show the next generation what that is. so my dream became very clear. you can be good and also be cool, i want to create a new kind of cool. i truly want that and i want to live it and achieve it in my own life. i realized this is truly something worth dedicating your life to.”
3:12

mark explained the confidence behind his big decision “that kind of thing felt so precious. i mean, even putting aside security, money, all these things.. the fact that i still had something i wanted to achieve. that felt so precious. ive always wanted to do things well, to really reach the top in everything. as someone who wakes up every day with this drive to live at my best, i began to wonder, “what does ‘the best’ actually mean? and whats my ultimate dream? what is the greatest thing i can leave behind in this life, in this world?” so everything started connecting. and if this is the greatest dream i believe in, then i needed to commit to it with my absolute best effort. honestly, everyone in this world is living by their own standards and who you are depends on, the standards you live by. but honestly, ive always had a bit of a loser mindset, what a man should be? and i never felt like that matched who i am. ive always had a complex about that, like rough or edgy and not too exemplary either. but suddenly i got confused about all that. i ended up talking about it to david, david kept asking me “what is that coolness you have in your head?” that made me dig deep and really think. i realized i should actually live by what’s ‘good’ and i need to express that through music. so i found this dream of showing ‘goodness’, i want to show the world what real goodness is and making music like that. ultimately, for the next generation.. i really want to show the next generation what that is. so my dream became very clear. you can be good and also be cool, i want to create a new kind of cool. i truly want that and i want to live it and achieve it in my own life. i realized this is truly something worth dedicating your life to.”

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32,996 просмотров • 18 дней назад

acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!
0:29

acpx v0.4 ships Agentic Workflows, or as I like to call them "Agentic Graphs" It let's you create node-based workflows on top of ACP (Agent Client Protocol), to drive any coding agent (Codex, Claude Code, pi) through deterministic steps This let's you automate routine, mechanical legwork like triaging incoming PRs, bugs in error reporting, and so on... For example, OpenClaw receives 300~500 new PRs per day. A lot of them are low quality, but they still relate to real issues, so you have to address them somehow You need to: - extract the intent - cluster them based on intent - figure out if the proposed changes are legit, or whether they are slop local solutions, like trying to catch flies instead of drying out the swamp - if the PR is too low quality or the intent is not clear, close them - run AI review on them them and address any issues that come up - refactor them if the changes are half-baked - resolve conflicts - and so on... So that when the PR is presented to the attention of the maintainer, all the routine legwork is done and the only remaining thing is the decision to (a) merge, (b) give feedback to the PR author, or (c) take over the PR work yourself I wanted to build this feature since a couple months now, since Codex got so good. OpenAI models are now good at judging implementation quality, so I found myself repeating the same steps I wrote above over and over I also tried putting all this in a single prompt. But I believe there are workflows that should not be a single prompt, but a sequence of prompts in the same session That is because like humans, LLMs are prone to PRIMING. I claim that putting all steps in the same prompt at the beginning of the context will generally give suboptimal results, compared to revealing the intention to the model step by step Creating such a workflow also gives more OBSERVABILITY into the each step that an agent is supposed to take. Agent generates JSON at the end of each step, and that structured data can be used to monitor thousands of agents running at the same time in an easier way, on a dashboard Similar features have been introduced in e.g. n8n, langflow. But AFAIK they are not integrating ACP like the way I do I wanted to have a fresh approach, and to build an API that I can develop freely the way I want, so I created a new workflow API inside acpx The video is from the workflow run viewer, but that is not where you build the workflow. You build it by using the acpx flow typescript API. See examples/pr-triage in acpx repo Before building that, I started from a Markdown file with a Mermaid chart of the flow I had in mind. The Markdown file acts as a spec for the flow, and I have built the workflow through trial and error. I call this process "workflow tuning" I started working on acpx repo PRs one by one, tuning the flow, slowly scaling to more PRs. Finally, when I felt confident, I ran it in parallel over all external open PRs in the acpx repo. I believe it already saved me hours this week My next goal, if well received, is to set this up on a cloud agent so that it can process the 300~500 PRs the OpenClaw repo receives every day, in real time, as they come in I believe this will save all open source maintainers around the world countless hours and make it much easier to herd and absorb external contributions from everyone!

Onur Solmaz

149,558 просмотров • 5 месяцев назад

Han shares the story of how he got his cat Cookie 🥹 Turns out that Cookie was actually a stray kitten Han: "Have I told you about Cookie? Cookie was a stray cat. My mom said there was a kitten in front of the house and it was raining. "So I put the food out but I'm not sure if they will eat it" is what they said. I went to take a look and there was a baby kitten. So I went out to see and this tiny little kitten was standing in front of the food bowl. At the time, the rain wasn't heavy, so I figured it would manage to eat and get by and I just kept an eye on it. Suddenly, it started raining really heavily so I went home to grab an umbrella and came back out. I was crouching down and holding the umbrella over Cookie the whole time and they weren't running away. I think I stayed like that for about an hour or two? Then the rain got so heavy that I thought something bad might happen to it so I just ended up taking it with me. My mom scolded me a lot but I just couldn't leave it."
1:53

Han shares the story of how he got his cat Cookie 🥹 Turns out that Cookie was actually a stray kitten Han: "Have I told you about Cookie? Cookie was a stray cat. My mom said there was a kitten in front of the house and it was raining. "So I put the food out but I'm not sure if they will eat it" is what they said. I went to take a look and there was a baby kitten. So I went out to see and this tiny little kitten was standing in front of the food bowl. At the time, the rain wasn't heavy, so I figured it would manage to eat and get by and I just kept an eye on it. Suddenly, it started raining really heavily so I went home to grab an umbrella and came back out. I was crouching down and holding the umbrella over Cookie the whole time and they weren't running away. I think I stayed like that for about an hour or two? Then the rain got so heavy that I thought something bad might happen to it so I just ended up taking it with me. My mom scolded me a lot but I just couldn't leave it."

본🍊ᴖ ᴈ ᴖ🌱🚀 woongki's chewy cookie

25,458 просмотров • 7 месяцев назад

This album is the last almost three years of my life in a 12 song package. I wrote about basically every girl I talked to and every interesting person I met while trying to figure out what I wanted to do with myself. I really fell out of love with music and with the industry and kind of completely rewired my brain. I’ve been making music a really long time and this is the first time its felt honest enough that im scared to release it. This was me figuring out who I wanted to be and fucking around a lot in the process. 12 songs, June 12th. For my young lovers. Pre-save🔗
0:27

This album is the last almost three years of my life in a 12 song package. I wrote about basically every girl I talked to and every interesting person I met while trying to figure out what I wanted to do with myself. I really fell out of love with music and with the industry and kind of completely rewired my brain. I’ve been making music a really long time and this is the first time its felt honest enough that im scared to release it. This was me figuring out who I wanted to be and fucking around a lot in the process. 12 songs, June 12th. For my young lovers. Pre-save🔗

Johnny Orlando

25,307 просмотров • 3 месяцев назад

Chelsea Green On her Money in the Bank fall: “Seriously, that ladder is high, it’s very high, because I think it was a 20-foot ladder — dear life as I’m going up it trying to look all like I’m a badass, and I’m like, Dear God, please let this be over. I want to go home. I need a glass of wine. But it was all worth it. I knew what that moment was going to be. I died on that hill getting that moment because the boys tried to take it away from me.” “The boys tried to have that exact same moment. So we bargained. We gave Chad Gable a spot, and I took my spot. Also, and this might not be that popular of a thing to say, but also, IYO was going to be on the ladder with me. I said no. I came up with the spot. I wanted the spot, and I didn’t think going through it a second time with somebody else was going to be as impactful....So I wanted the moment, and I fought for it to be just me, and I fought for it to be the very, very, very last spot before Tiffany won.” (Chris Van Vliet)
2:22

Chelsea Green On her Money in the Bank fall: “Seriously, that ladder is high, it’s very high, because I think it was a 20-foot ladder — dear life as I’m going up it trying to look all like I’m a badass, and I’m like, Dear God, please let this be over. I want to go home. I need a glass of wine. But it was all worth it. I knew what that moment was going to be. I died on that hill getting that moment because the boys tried to take it away from me.” “The boys tried to have that exact same moment. So we bargained. We gave Chad Gable a spot, and I took my spot. Also, and this might not be that popular of a thing to say, but also, IYO was going to be on the ladder with me. I said no. I came up with the spot. I wanted the spot, and I didn’t think going through it a second time with somebody else was going to be as impactful....So I wanted the moment, and I fought for it to be just me, and I fought for it to be the very, very, very last spot before Tiffany won.” (Chris Van Vliet)

J O H N

509,245 просмотров • 8 месяцев назад

It was really a good journey and I enjoyed every moment of it. To be there with the LOML made it easier for me to achieve more in just a short time. I know my journey in the house on this show has ended, but I still have a part of me in there, and him coming home with the prize would be the sweetest thing ever. Because, why not; we are deserving of it and baby girl needs a queen’s treatment 😊. Please go out there and Vote Kellyrae. #BBNaija #Kassia #Kellyrae
0:46

It was really a good journey and I enjoyed every moment of it. To be there with the LOML made it easier for me to achieve more in just a short time. I know my journey in the house on this show has ended, but I still have a part of me in there, and him coming home with the prize would be the sweetest thing ever. Because, why not; we are deserving of it and baby girl needs a queen’s treatment 😊. Please go out there and Vote Kellyrae. #BBNaija #Kassia #Kellyrae

KASSIA

201,207 просмотров • 1 год назад

I took it a step further and used Moon VR Player | Your Private Cinema to watch the trailer in Apple Vision Pro on a giant screen with Quality Boost and Realtime 3D. Yea, I used AI to take an AI generated thing and make it sharper and fully 3D. I kind of hate how much I loved it. Would I watch some of my favorite movies of all time remade this way? Yes I would. Turns out AI is getting to the point where it can do a very good job of taking the spirit of a live action scene and translating it to a compelling animation (at least better than the 1978 rotoscoped version of Lord of the Rings). And it's only going to get better. I absolutely believe this kind of training should be done with consent and licensing fees. Miyazaki hates AI and Lord of the Rings, so this kind of seems like a slap in the face to him. Ugh.
1:07

I took it a step further and used Moon VR Player | Your Private Cinema to watch the trailer in Apple Vision Pro on a giant screen with Quality Boost and Realtime 3D. Yea, I used AI to take an AI generated thing and make it sharper and fully 3D. I kind of hate how much I loved it. Would I watch some of my favorite movies of all time remade this way? Yes I would. Turns out AI is getting to the point where it can do a very good job of taking the spirit of a live action scene and translating it to a compelling animation (at least better than the 1978 rotoscoped version of Lord of the Rings). And it's only going to get better. I absolutely believe this kind of training should be done with consent and licensing fees. Miyazaki hates AI and Lord of the Rings, so this kind of seems like a slap in the face to him. Ugh.

Alex Coulombe 🔜 UnrealFestChicago

13,225 просмотров • 1 год назад