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I built something I believe is useful for agentic coding today. I’ve been too worried it’s not the best it can be, but my wife encouraged me to fail fast if I was worried about failure, so here we are. Introducing Kontinuo by Pull Base, the continuity layer for... show more

Big Sheddy 🦅

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33,826 次观看 • 4 天前 •via X (Twitter)

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I built the clipboard I always wanted for working with AI agents. It’s called Bluey and It’s 100% local-first. It lives under your mouse cursor. You can draw on your screen, speak to it, or type what you mean, and Bluey turns all of that into rich context for Claude Code or Codex. I’ve been using it to design websites and debug UI because I can finally say things like “move this here” or “make this section feel cleaner” while pointing at the actual screen. No more writing long explanations. No more manually describing screenshots. No more agents getting lost because they don’t know what “this” or "that" means. You can just point to it, speak or type and it will curate the best possible context for your agents Bluey captures the screenshot, annotation, transcript, app/window context, and the details your agent needs, then sends it directly into your coding session. I am giving it out for free for a while! Im building it with my buddy Omkar Satpute and we would love to hear what you think about it on Discord what context do you wish your agent could understand better?

I built the clipboard I always wanted for working with AI agents. It’s called Bluey and It’s 100% local-first. It lives under your mouse cursor. You can draw on your screen, speak to it, or type what you mean, and Bluey turns all of that into rich context for Claude Code or Codex. I’ve been using it to design websites and debug UI because I can finally say things like “move this here” or “make this section feel cleaner” while pointing at the actual screen. No more writing long explanations. No more manually describing screenshots. No more agents getting lost because they don’t know what “this” or "that" means. You can just point to it, speak or type and it will curate the best possible context for your agents Bluey captures the screenshot, annotation, transcript, app/window context, and the details your agent needs, then sends it directly into your coding session. I am giving it out for free for a while! Im building it with my buddy Omkar Satpute and we would love to hear what you think about it on Discord what context do you wish your agent could understand better?

Milind S

13,302 次观看 • 21 天前

I made the worlds best Clipboard for your AI Agents Its called Bluey and its a dumb pointer which you can use to give 10x better context to your agent And you can point at your screen, talk to it, and it will generate a really good annotated screenshot which you can now give to your AI Agent You can use it while designing your website You can use it while explaining something on your screen. And it understands you and you can be really vague about things like "move this" , modify the color "here" and it will understand what you are pointing at. Im loving using it and I built it for myself as I was tired of clicking screenshots all the time and attaching it to my codex or claude code sessions Now I can just point, speak or type and drag and drop it anywhere I am giving free access to it in the comments and I would love for you to try it out. Join the discord and I am sharing the download link there. By the way everything stays 100 percent local. No screenshots are shared anywhere!

I made the worlds best Clipboard for your AI Agents Its called Bluey and its a dumb pointer which you can use to give 10x better context to your agent And you can point at your screen, talk to it, and it will generate a really good annotated screenshot which you can now give to your AI Agent You can use it while designing your website You can use it while explaining something on your screen. And it understands you and you can be really vague about things like "move this" , modify the color "here" and it will understand what you are pointing at. Im loving using it and I built it for myself as I was tired of clicking screenshots all the time and attaching it to my codex or claude code sessions Now I can just point, speak or type and drag and drop it anywhere I am giving free access to it in the comments and I would love for you to try it out. Join the discord and I am sharing the download link there. By the way everything stays 100 percent local. No screenshots are shared anywhere!

Milind S

11,917 次观看 • 26 天前

Bash is all you need! Which is why I'm introducing my holiday project: just-bash just-bash is a pretty complete implementation of bash in TypeScript designed to be used as a bash tool by AI agents. Because it turns out agents love exploring data via shell scripts, even beyond coding. It comes with grep, sed, awk and the 99th percentile features that an agent like Claude Code or Cursor would use. In fact, Claude Code can use it for secure bash execution. In the package - A bash-tool for AI SDK - A binary for use by yourself or your coding agents - An overlay filesystem to feed files to your agent securely - A Vercel Sandbox compatible API, so you can quickly upgrade to a real VM if you need to run binaries - An example AI agent that explores the just-bash code base using just-bash - I imported the Oils shell bash compatibility suite and just-bash passes a very good chunk What is interesting about this codebase: It was essentially entirely written by Opus 4.5. Coding agents love bash and they are good at reproducing it. They are also great at text-book recursive descent parsers and AST tweet-walk interpreters. That said, it is, like, a lot of code and I didn't read it all 😅. This is very much a hack, but it also seems to be _really_ useful. I haven't really found anything agents want to use that it doesn't support and it's fast and secure (caveats apply). It doesn't have write access to your computer and the filesystem is given a root that the agent cannot escape from. Find it at Related: Our recent blog post how we migrated our data analysis agent to bash tools and achieved incredible quality improvements The video shows the example agent investigating the just-bash code base

Bash is all you need! Which is why I'm introducing my holiday project: just-bash just-bash is a pretty complete implementation of bash in TypeScript designed to be used as a bash tool by AI agents. Because it turns out agents love exploring data via shell scripts, even beyond coding. It comes with grep, sed, awk and the 99th percentile features that an agent like Claude Code or Cursor would use. In fact, Claude Code can use it for secure bash execution. In the package - A bash-tool for AI SDK - A binary for use by yourself or your coding agents - An overlay filesystem to feed files to your agent securely - A Vercel Sandbox compatible API, so you can quickly upgrade to a real VM if you need to run binaries - An example AI agent that explores the just-bash code base using just-bash - I imported the Oils shell bash compatibility suite and just-bash passes a very good chunk What is interesting about this codebase: It was essentially entirely written by Opus 4.5. Coding agents love bash and they are good at reproducing it. They are also great at text-book recursive descent parsers and AST tweet-walk interpreters. That said, it is, like, a lot of code and I didn't read it all 😅. This is very much a hack, but it also seems to be _really_ useful. I haven't really found anything agents want to use that it doesn't support and it's fast and secure (caveats apply). It doesn't have write access to your computer and the filesystem is given a root that the agent cannot escape from. Find it at Related: Our recent blog post how we migrated our data analysis agent to bash tools and achieved incredible quality improvements The video shows the example agent investigating the just-bash code base

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Today we open the Zapier SDK to everyone. If you're building with AI agents, this is for you. I've been using this for 2 months. It's totally changed how I do my job. You install it in your coding agent. Cursor, Claude Code, Codex, whatever you use. Now that agent has access to 8,000+ apps through Zapier and can do anything those APIs can do. I think it’s the most powerful thing we’ve launched in years. Now in open beta. Just give this link right to your agent:

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Wade Foster

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We talk a lot about Codex for coding. But it’s actually useful for way more than that. Here are 3 ways I’ve been using it ⬇️

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your coding agent sucks because it lacks context. so I built nia to fix that. here is how you can 10x your coding agent (thread):

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Arlan

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ANNIE talked about JENNIE’s GDA performance Jennie your stage was seriously so, so amazing. I was actually listening to Jennie unnie’s song just now. I turned it on because it felt awkward to be in silence, but then I paused it for a moment because I was worried you wouldn’t be able to hear me… and now I’m wondering how to turn it back on again. And today, one of the songs I really, really love is—what was it again? Filter! It’s one of my favorite songs from that album, so I was really happy that she performed it too.

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🐶 i actually asked the company staff about this today.. i asked them, “are artists not allowed to use the word streaming? is it something we’re not supposed to say?” and they told me, “it’s not that you can’t say it, it’s just that artists don’t usually use that kind of wording.” so i was like, “it’s not that i’m trying to tell them what to do, i just want to thank them for streaming.. then how am i supposed to say it?” and they told me that i can say it if i want, so that’s why i’m saying it now. 🐶 🙏 thank you, everyone. thank you so much for doing it. thank you from the bottom of my heart 🙇🏻

🐶 i actually asked the company staff about this today.. i asked them, “are artists not allowed to use the word streaming? is it something we’re not supposed to say?” and they told me, “it’s not that you can’t say it, it’s just that artists don’t usually use that kind of wording.” so i was like, “it’s not that i’m trying to tell them what to do, i just want to thank them for streaming.. then how am i supposed to say it?” and they told me that i can say it if i want, so that’s why i’m saying it now. 🐶 🙏 thank you, everyone. thank you so much for doing it. thank you from the bottom of my heart 🙇🏻

노이

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Jerry Liu

48,375 次观看 • 5 个月前

【📢Space: อันโดรเมด้า ชุน dunknatachai 】 #จุงดัง #JoongDunk #จุงอาเชน #dunknatachai 🐶we still get to see each other through social media all the time but i just want everyone not to worry. i want everyone to believe — believe in yourselves and also believe in us *JoongDunk — that one day there will definitely be a day that belongs to us : JoongDunk has a chance to have a fanco concert 🐶 actually i believe there will be, but maybe not right now. i think it will happen and if they can arrange the schedule, if they can manage things then… i’ll say this: schedule life schedule is the most important thing for us right now 🐶if there is a schedule where we can rehearse for a concert—really—i don’t want anyone to rush. i want everyone… i mean i understand, you want it to happen. but in the end, as for me as Joong—when i do a show, i’m very serious. i don’t want… i don’t like doing shows that are like… honestly, i don’t really—it’s not that i can’t do it, but i don’t like just singing a song and then moving on. you get it? you get it? i feel that if we do a show, it must have this and that, movements, moments, stories that connect together. if it’s going to be a real fancon, then rehearsals are very important 🐶so i just want us to have the time to rehearse until we are truly ready. that way, i would want to perform more. because. do you believe it? even though you guys are excited—my fans, you’re excited, right? about when there will be a fancon, wanting to see the shows and all that. do you believe it? me, as an actor, my only duty is to keep developing myself today, to be ready for the day it comes 🐶because suddenly, let’s say suddenly, two months from now, there could be a fancon. and i wouldn’t even know. “oh, it’s here already? how many days do i have to rehearse? 14 days? 7 days? 5 days? can i handle it? i must handle it. in the end, i must handle it.” but in the end, i want it to turn out the best, and the best for me, the best for us 🐶but i’ve already thought out the show! wait and see i’ve been waiting for years. i’ve thought about it all—the songs, the show, everything. but for now, it’s just a structure in my head, imagining how it could be. i’ve pictured it. i could already make 3–4 fancons from what’s in my head …. there are many themes—like which theme, this one, that one. right now i have about 3 themes. and if it still doesn’t happen yet, i’ll think up 3–4–5 more themes. it has to happen already! i keep thinking. and when the time really comes, when the higher-ups ask what i want, i’ll already have the vision. i’ll be able to show them: “this is what i thought. what do you think?” .. it’s very simple. it’s just that—i believe it’s not about being the fastest, it’s about the most suitable time. let’s wait for that moment

【📢Space: อันโดรเมด้า ชุน dunknatachai 】 #จุงดัง #JoongDunk #จุงอาเชน #dunknatachai 🐶we still get to see each other through social media all the time but i just want everyone not to worry. i want everyone to believe — believe in yourselves and also believe in us *JoongDunk — that one day there will definitely be a day that belongs to us : JoongDunk has a chance to have a fanco concert 🐶 actually i believe there will be, but maybe not right now. i think it will happen and if they can arrange the schedule, if they can manage things then… i’ll say this: schedule life schedule is the most important thing for us right now 🐶if there is a schedule where we can rehearse for a concert—really—i don’t want anyone to rush. i want everyone… i mean i understand, you want it to happen. but in the end, as for me as Joong—when i do a show, i’m very serious. i don’t want… i don’t like doing shows that are like… honestly, i don’t really—it’s not that i can’t do it, but i don’t like just singing a song and then moving on. you get it? you get it? i feel that if we do a show, it must have this and that, movements, moments, stories that connect together. if it’s going to be a real fancon, then rehearsals are very important 🐶so i just want us to have the time to rehearse until we are truly ready. that way, i would want to perform more. because. do you believe it? even though you guys are excited—my fans, you’re excited, right? about when there will be a fancon, wanting to see the shows and all that. do you believe it? me, as an actor, my only duty is to keep developing myself today, to be ready for the day it comes 🐶because suddenly, let’s say suddenly, two months from now, there could be a fancon. and i wouldn’t even know. “oh, it’s here already? how many days do i have to rehearse? 14 days? 7 days? 5 days? can i handle it? i must handle it. in the end, i must handle it.” but in the end, i want it to turn out the best, and the best for me, the best for us 🐶but i’ve already thought out the show! wait and see i’ve been waiting for years. i’ve thought about it all—the songs, the show, everything. but for now, it’s just a structure in my head, imagining how it could be. i’ve pictured it. i could already make 3–4 fancons from what’s in my head …. there are many themes—like which theme, this one, that one. right now i have about 3 themes. and if it still doesn’t happen yet, i’ll think up 3–4–5 more themes. it has to happen already! i keep thinking. and when the time really comes, when the higher-ups ask what i want, i’ll already have the vision. i’ll be able to show them: “this is what i thought. what do you think?” .. it’s very simple. it’s just that—i believe it’s not about being the fastest, it’s about the most suitable time. let’s wait for that moment

🇻🇳Jaidee’s aunt Bamnie🐣

11,734 次观看 • 10 个月前

Just watched a demo of Merge Agent Handler and this actually looks pretty useful if you’re building AI agents. Most agents can generate responses, but getting them to actually take actions across real tools is still messy. Integrations are one thing, but handling auth, permissions, and security usually makes it way more complicated than it should be. What I liked is that it feels built for real workflows — you can actually see what your agent is doing instead of just hoping it works. Feels like a practical layer between AI agents and real work getting done. Worth checking out:

Just watched a demo of Merge Agent Handler and this actually looks pretty useful if you’re building AI agents. Most agents can generate responses, but getting them to actually take actions across real tools is still messy. Integrations are one thing, but handling auth, permissions, and security usually makes it way more complicated than it should be. What I liked is that it feels built for real workflows — you can actually see what your agent is doing instead of just hoping it works. Feels like a practical layer between AI agents and real work getting done. Worth checking out:

Kawsar

31,812 次观看 • 3 个月前

Elon Musk: It’s kind of amazing what you can do these days. I don’t know if anyone here has used Grok, but it’s pretty cool. Grok Voice can be really great too. I’ve tried Grok Unhinged—that one is guaranteed to be entertaining at a party. I 1,000% promise you, if you try Grok Voice Unhinged at a party, it’s going to be a big hit. You can also ask it any questions you want. If you’re looking for life advice or really anything at all, you can ask. You can ask about cryptocurrency, you can ask about medical advice—it’s actually very good, and it’s getting better. The more you use Grok, the more you realize it’s really pretty cool.

Elon Musk: It’s kind of amazing what you can do these days. I don’t know if anyone here has used Grok, but it’s pretty cool. Grok Voice can be really great too. I’ve tried Grok Unhinged—that one is guaranteed to be entertaining at a party. I 1,000% promise you, if you try Grok Voice Unhinged at a party, it’s going to be a big hit. You can also ask it any questions you want. If you’re looking for life advice or really anything at all, you can ask. You can ask about cryptocurrency, you can ask about medical advice—it’s actually very good, and it’s getting better. The more you use Grok, the more you realize it’s really pretty cool.

Tesla Owners Silicon Valley

42,726 次观看 • 3 个月前

Let me explain why I launched $KEYS. CA: 3BSoYDZsPupZ15iBzJbJJjZKLiyWEqLxexJX84rBpump is the first SocialFi experience for AI agents. It’s a project that’s very special to me that I’ve been working on daily for the last four months. Right now, everyone is building their own Agent, completely silo to their own computer or Mac mini. Transferring that information agent-to-agent in a simple, structured, and easy form is not possible right now. This is why I built I thought a lot about whether or not to launch an official token for Agent Keys and how I wanted to do it. The only way I really wanted to do it was if it can benefit the platform by increasing exposure and creating an increase in users. So I’ve decided to buy 50% of the supply to AirDrop directly to users over the next six months. Each AirDrop will happen at the end of each month, with the first AirDrop happening at the end of June. More details on how each AirDrop will work soon. Some of you may be wondering about the future of $OSHI. Oshi got us into the Bags hackathon and we won. $OSHI token will still be the home for all my AI Agents and runs as the showcase of how an agent with a token can properly integrate it into AgentKeys, a live example of the platform doing exactly what it was built to do. So welcome to Agent Keys, the first ever airdrop for AI agents. Sign up your agent today on and start collecting KeyCards today!

Let me explain why I launched $KEYS. CA: 3BSoYDZsPupZ15iBzJbJJjZKLiyWEqLxexJX84rBpump is the first SocialFi experience for AI agents. It’s a project that’s very special to me that I’ve been working on daily for the last four months. Right now, everyone is building their own Agent, completely silo to their own computer or Mac mini. Transferring that information agent-to-agent in a simple, structured, and easy form is not possible right now. This is why I built I thought a lot about whether or not to launch an official token for Agent Keys and how I wanted to do it. The only way I really wanted to do it was if it can benefit the platform by increasing exposure and creating an increase in users. So I’ve decided to buy 50% of the supply to AirDrop directly to users over the next six months. Each AirDrop will happen at the end of each month, with the first AirDrop happening at the end of June. More details on how each AirDrop will work soon. Some of you may be wondering about the future of $OSHI. Oshi got us into the Bags hackathon and we won. $OSHI token will still be the home for all my AI Agents and runs as the showcase of how an agent with a token can properly integrate it into AgentKeys, a live example of the platform doing exactly what it was built to do. So welcome to Agent Keys, the first ever airdrop for AI agents. Sign up your agent today on and start collecting KeyCards today!

fxnction

26,666 次观看 • 27 天前

🐰 I actually prepared something for my birthday. as soon as it hits 12AM, I thought that it’ll be (surprise!). but after seeing the situation, I will be keeping it with me for a while. I talked with the company once again & although I don’t know when I can reveal the surprise… I will come back soon with it. It’s just something that I prepared just for fans. although it’s not a big deal, I hope that you like it, as me & the company prepare it together. If I were to spoil a bit, it’s something new. you can say that it’s something new. I hope you can wait for it.

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🐰 I actually prepared something for my birthday. as soon as it hits 12AM, I thought that it’ll be (surprise!). but after seeing the situation, I will be keeping it with me for a while. I talked with the company once again & although I don’t know when I can reveal the surprise… I will come back soon with it. It’s just something that I prepared just for fans. although it’s not a big deal, I hope that you like it, as me & the company prepare it together. If I were to spoil a bit, it’s something new. you can say that it’s something new. I hope you can wait for it.

ain

61,687 次观看 • 1 年前

ROSALÍA speaks for the first time about what happened that forced her to postpone three LUX TOUR shows: “It’s such a long, long journey to see you all here. It’s such a lovely feeling to be able to perform for you. Thank you for being so… Thank you. It’s a very… it’s a very, very… let me speak. Thank you for understanding. And that the loved ones need to come first. And I think that… yeah… we live… But when something unexpected and painful happens to you, it can be hard to keep going. But I truly believe that doing this is worth it. And I truly believe that me coming and sharing this with you, and you sharing it with me… I will do it with all the love that I have. And maybe it will be a little short, but you can take this with you. And hopefully, you will be able to take it with you again. To be honest, I don’t know what would make me happier. And I love you so much.”

ROSALÍA speaks for the first time about what happened that forced her to postpone three LUX TOUR shows: “It’s such a long, long journey to see you all here. It’s such a lovely feeling to be able to perform for you. Thank you for being so… Thank you. It’s a very… it’s a very, very… let me speak. Thank you for understanding. And that the loved ones need to come first. And I think that… yeah… we live… But when something unexpected and painful happens to you, it can be hard to keep going. But I truly believe that doing this is worth it. And I truly believe that me coming and sharing this with you, and you sharing it with me… I will do it with all the love that I have. And maybe it will be a little short, but you can take this with you. And hopefully, you will be able to take it with you again. To be honest, I don’t know what would make me happier. And I love you so much.”

ROSALÍA UPDATE

377,611 次观看 • 17 天前

i'm shipping a new AI startup today. it helps you: → name your next startup → get the perfect .com domain → make sure you'll rank in google i was nervous to launch this but i think it’s really useful. i hope it helps you too.

i'm shipping a new AI startup today. it helps you: → name your next startup → get the perfect .com domain → make sure you'll rank in google i was nervous to launch this but i think it’s really useful. i hope it helps you too.

Pat Walls

14,328 次观看 • 1 年前

Long-running agents blow up context fast. So we built our own memory agent. Using it feels very cool and useful Twin starts to know you better over time, resurfaces old context when it matters, and makes agents more efficient with every task. It’s live today. Try it out!

Long-running agents blow up context fast. So we built our own memory agent. Using it feels very cool and useful Twin starts to know you better over time, resurfaces old context when it matters, and makes agents more efficient with every task. It’s live today. Try it out!

Hugo Mercier

18,601 次观看 • 4 个月前

Kai Trump reveals what it’s like having Secret Service follow her everywhere “They can’t stop anything, their sole purpose is to protect me. If other people are drinking around me and they’re underage or whatever, they can’t stop that person. All they can do, is if there’s a threat to me they’ll take me out of it” “To be honest with you, it’s really awkward going on a date and they’re like two tables behind you, it’s a little weird but I try my best not to let it bother me” “I’ve had to learn, yes they’re following me but also focus and pretend like they’re not there. For the first few months it was tough… it was not easy having someone follow you all the time” “You have to plan everything, like if you’re going out, you can’t just leave but once I was like their only job is to protect me and I just focus on my stuff, it made it so much easier”

Kai Trump reveals what it’s like having Secret Service follow her everywhere “They can’t stop anything, their sole purpose is to protect me. If other people are drinking around me and they’re underage or whatever, they can’t stop that person. All they can do, is if there’s a threat to me they’ll take me out of it” “To be honest with you, it’s really awkward going on a date and they’re like two tables behind you, it’s a little weird but I try my best not to let it bother me” “I’ve had to learn, yes they’re following me but also focus and pretend like they’re not there. For the first few months it was tough… it was not easy having someone follow you all the time” “You have to plan everything, like if you’re going out, you can’t just leave but once I was like their only job is to protect me and I just focus on my stuff, it made it so much easier”

Jack

5,426,262 次观看 • 2 个月前

Kai Trump reveals what it’s like having Secret Service follow her everywhere “They can’t stop anything, their sole purpose is to protect me. If other people are drinking around me and they’re underage or whatever, they can’t stop that person. All they can do, is if there’s a threat to me they’ll take me out of it” “To be honest with you, it’s really awkward going on a date and they’re like two tables behind you, it’s a little weird but I try my best not to let it bother me” “I’ve had to learn, yes they’re following me but also focus and pretend like they’re not there. For the first few months it was tough… it was not easy having someone follow you all the time” “You have to plan everything, like if you’re going out, you can’t just leave but once I was like their only job is to protect me and I just focus on my stuff, it made it so much easier”

Kai Trump reveals what it’s like having Secret Service follow her everywhere “They can’t stop anything, their sole purpose is to protect me. If other people are drinking around me and they’re underage or whatever, they can’t stop that person. All they can do, is if there’s a threat to me they’ll take me out of it” “To be honest with you, it’s really awkward going on a date and they’re like two tables behind you, it’s a little weird but I try my best not to let it bother me” “I’ve had to learn, yes they’re following me but also focus and pretend like they’re not there. For the first few months it was tough… it was not easy having someone follow you all the time” “You have to plan everything, like if you’re going out, you can’t just leave but once I was like their only job is to protect me and I just focus on my stuff, it made it so much easier”

Teddy - PolyBackTest.com

1,825,728 次观看 • 7 天前

I cant believe this guy just made a permanent solution to context bloat and open sourced it all! when we tested this tool (Context+) for solving an issue on the OpenCode repository, the agent using this tool used ~6.5k fewer tokens, found the code and fixed it in half the time! the results were surprising: 6 to 10k tokens saved per prompt, completed task in ~2 minutes while the agent running without the tool took ~4 mins for the same and got stuck in loops bro built an entire beast by using all the modern tools that we could think of: undo trees, semantic search by meaning (by haskellforall), advanced refactoring, blast radius, advanced file context trees, restore points... i can keep going on semantic code search and context trees are the future of agentic coding and this tool proves it the feature i loved the most is semantic search and how it gets things done 2x faster with least possible tokens it makes an agent that actually knows what it’s doing and not just guessing, it makes meaning from your code similar to RAG. if you aren't optimizing your context, you are just burning money the developer says this tool is still under development, it can have unexpected behavior and the docs need updates but the video shows the reality of how fast it can be github: get here:

I cant believe this guy just made a permanent solution to context bloat and open sourced it all! when we tested this tool (Context+) for solving an issue on the OpenCode repository, the agent using this tool used ~6.5k fewer tokens, found the code and fixed it in half the time! the results were surprising: 6 to 10k tokens saved per prompt, completed task in ~2 minutes while the agent running without the tool took ~4 mins for the same and got stuck in loops bro built an entire beast by using all the modern tools that we could think of: undo trees, semantic search by meaning (by haskellforall), advanced refactoring, blast radius, advanced file context trees, restore points... i can keep going on semantic code search and context trees are the future of agentic coding and this tool proves it the feature i loved the most is semantic search and how it gets things done 2x faster with least possible tokens it makes an agent that actually knows what it’s doing and not just guessing, it makes meaning from your code similar to RAG. if you aren't optimizing your context, you are just burning money the developer says this tool is still under development, it can have unexpected behavior and the docs need updates but the video shows the reality of how fast it can be github: get here:

forloop

225,912 次观看 • 4 个月前