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HTML Artifacts are a big part of how I work with agents now. Artifacts can be more than just static files. When combined with agents, they can take action or help you take action. This unlocks all kinds of interesting ways to work with agents. This is clearly the...

18,374 次观看 • 1 个月前 •via X (Twitter)

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LLM Artifacts Connected to Andrej Karpathy's LLM Knowledge base idea, I've been building out a fun way to generate dynamic artifacts from these knowledge bases with the goal of discovering and revealing meaningful and deeper insights. LLM KBs are hard to consume for humans, as I think they are more built for agents. So the question is, what form would be useful for humans to take actions and make important decisions? That's what I am trying to figure out with these artifacts. The artifact example shows a pulse on HN discussions around AI-related stories. The insights can go deeper, of course, but this is already super fun and thought-provoking, like some of my favorite podcasts. The format and depth matter a lot. The aggregation skills of agents are outstanding if you tune the prompts and skill carefully. I built this artifact generator in a few minutes through an agent skill, but I feel like there are so many ways that LLM-generated information can be used and consumed. Like generating deeper insights and analysis, and things that are just not feasible for humans today. The generated artifact (including its data and design) serves as reusable templates or can be updated in real-time via auomations, which is something I am also working on. It is truly an insane way to monitor and track information. Better than a newsletter. Better than newspapers. There is something about this that gets me really excited about the future of AI agents for knowledge generation and discovery. Lots of hidden gems everywhere just waiting to be discovered and acted on if the information is presented correctly. This is not perfect. The format, style/prose can be improved, but this is easy to customize via skill. You can personalize it to your liking. I feel like these dynamic artifacts are going to emerge as a strong new medium to stay on the cutting edge of things, both for agents and humans. My target is research, of course. This was just a basic example. Besides animation, I am also targeting other components like voice, videos, images, slides, etc. This space is full of opportunities to explore. Skill for this coming soon.

elvis

31,190 次观看 • 2 个月前

Building a personal knowledge base for my agents is increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.

elvis

463,743 次观看 • 3 个月前

For new followers: - I'm a long-time investor and builder in this space. - Founding Contributor of Realms.World ☁️. - Co-founder of Dojo. - Builder with the kings at Cartridge. - Starknet (Privacy Arc) class of '21. - Founder and Game Director of ETERNUM HAS MOVED. - Founder of Daydreams.Systems (x402, 8004 agents) My prime purpose for the past three years has been to build onchain infrastructure to enable the next generation of onchain experiences. This is done Starknet (Privacy Arc) as it is the superior VM for building complex applications—this will become clear soon enough. I work up and down the entire stack, from low-level indexing and contracts to GUI design. Nothing is out of scope. I have been pushing on agents for two years, mostly using existing frameworks like , until I came across @ElizaOS_ai in October. As I focused on building agents for ETERNUM HAS MOVED, it became clear that agents playing games require infinite paths to achieve goals. Thus, it's not scalable to hardcode functions—agents need to have total fluidity to take any action or call anything the game requires in any order. And ironically onchain infra is perfect for agent playgrounds because of its open nature. This exploration led me to create Daydreams.Systems (x402, 8004 agents), which focuses on the hardest problems of agents: long time-horizon goals using Hierarchical task networks (HTN). Daydreams agents don't require custom code—they work entirely based on 'sleeves'—which are just markdown files that explain how the agent can interact with the service (API docs, game guides, etc.) My thesis is simple. By focusing on the hardest problem (games), the design of the library will naturally lean towards an optimal structure for any problem an agent could face. We are early in this path and iterating with speed. If you are an onchain app developer or game builder—DM me, I want to know the architecture of your game so we can build sleeves together.

loaf

43,319 次观看 • 1 年前

Usually I don’t speak on political issues often however Charlie Kirk’s death (RIP) hits a little too close to home. Perhaps it is because anyone who has some resemblance of a following who is outspoken against any narrative online has probably received some sort of threat in their inbox. (I know I have) It is baffling to me that one could harbour such a large amount of hate inside of them to want to have another silenced for having differing opinions than their own. I think about all my outspoken friends who are in positions faced to the public and of course myself and what this potentially means for all of us. This of course, would never stop me from speaking out to what’s right, so perhaps that is also why I wanted to make a comment. To me it is disgusting behaviour to mock/be happy about the death of people you disagree with that have done nothing wrong. I think about all my friends, family who could be wrongfully persecuted based off the delusions of perceived “sides”. The amount of hate manufactured and projected onto you for just living your life and not complying to a certain ideal is insane. I don’t like fear mongering but I also think it’s important to stay vigilant to what’s going on around you. It is a very real reality that there are people out there that hate you just for simply being you and what you represent to them. We’ve seen evidence of this twice this week and I suspect more to come unfortunately. I am always hopeful so I will leave this message on a positive note, that just as much hate has also been met with just as much love. There are many amazing kind hearted people out there standing up for what’s right and building community, coming together. Even if they are moving in silence behind the scenes or in front stage, I see you and I honour your work.

Tiffany Huber

16,934 次观看 • 10 个月前

Back when I had nothing… I was a nobody to most people. TBH, my parents didn't even see me getting to where I am today. It's just the truth, the chips were stacked for my sister. Not me. But it's just not the reality today. However, there was ONE person in my life that didn’t see me that way. My significant other saw something in me before a lot of things. Before all my wins. Before the $. Before any proof. And honestly… that means a lot to me, if not the most of all. I’ve always been wired a little different. I’m a mix of finance, engineering, and tech, with a sprinkle of obsession. I learned and studied from the best. Warren Buffett for how to invest. Elon Musk for work ethic and where the future is going. And once I saw it… I went all in. Bc when you truly understand what you own… you don’t need 20 bets. What you really need is conviction and just a few bets. That’s how I approached everything in my life. All the way from Apple… to Tesla… to 𝕏… to xAI… and now SpaceX. I believe I have an eye for spotting the best entrepreneurs and companies early, before it becomes obvious to everyone. And when I see it, I back it 100%. That’s just who I am. I don’t need a big circle. I’ve already got my day ones. I don’t need approval. I grew up my whole life with doubt and hate, so what’s one more? At this point, the levels are just too different. And yeah… it's true, it actually gets harder to make new friends when you’re moving like this. So I stay loyal to the ones who were there when I had nothing. I made it with Apple - youngest in, youngest out. Then I made it with Tesla… while people were laughing, doubting, calling me crazy, telling me I was going to go bankrupt with Elon. Fast forward to today, now I'm heading into something even bigger. If the story plays out the way it’s shaping up… SpaceX could have the largest IPO in history this year. The company is talking about raising over $75B… at a $1.75-$2 trillion valuation. For context… the biggest IPO ever - Saudi Aramco - raised about $29B. This would be more than double that. Let that sink in deep. To me this is more than just an investment. This is owning a piece of the future of space, energy, AI... extending the light of consciousness forward in case something happens to Earth. People can call me crazy. People can call me cocky. Arrogant. But the people that actually know me know the truth - I’m just real AF. I say what I believe, and I stand on it. And I genuinely don’t care what people think. I have two middle fingers always held high for those kind of people. That’s probably why I’ve been able to win the way I have. My significant other tells me to slow down sometimes. And I get it. But for me… What’s the point of life if you play it safe? If you see an opportunity that can change everything… and you just sit back? That’s not me. I’d rather go all in on something I believe in… live with intensity… take the hits… and actually feel alive and live life with fulfillment. Laugh if you want, doubt if you want. Some play it safe, a few go all in. You can call it risky. You can call it stupid. You can call it crazy. I call it living. Bc at the end of the day, I'd rather go all in on something I believe in and fail... than spend my life wondering "what if."

Teslaconomics

28,904 次观看 • 3 个月前

It wasn’t about the trade but it’s about the confidence and mind set There are a lot of stories behind this account and it make the best of my trades of the year so far. A lot of nonsense happen this month after a long wait for something it came and you crashed it But as a resilience trader you ask for the last $6k that your client has and his response was Greatmann I believe in you and I am funding it now now … Most client lost trust in you because of loss they will call you names and insult you as if they gave birth to you. But you know o have never gotten a client that so much encourage me like Mr Dan He funded the $6k usd yesterday and as at today I made over $62,212 as profit Yes you hear me right 💪 It’s one of my best trade for a very long time in size it’s small compare to other account I am trading but this became the best because I was so careful that I pick losses in some places despite I know it will profit me but I just don’t want to take chances but all I want to say is any thing is posible in forex and so many of this type of account has been crashed by me but this one survived. So don’t because of this think I am a guru no But I am a resilience trading that will keep funding until I got it right like this 😂 🦁 I am the fxLion Your mind go dey Don’t try this as it is very dangerous Why am I sharing this ? Because I want you all to know that we have dofrent type of people in the world and we have different risk appetite and ways of handling losses Mehn I don over loose in this forex oo but we move Be encouraged that one day God will deliver gold into Your hand like this 😂 Another happy part is that I just hit over $50 billion trading volume with Exness therefore, it qualifies me to receive a gift of luxury watch worth $20,000 thanks Exness as I wait for the watch Make I flex it for December lol Forex no easy oo You can retweet to encourage someone but don’t risk more than your blood lol

FxLion

18,094 次观看 • 1 年前

JADE gets emotional reflecting on her North American tour in a new TikTok: “I’m having so much fun on this tour. I just feel so grateful that I’m getting to do this at this point in my career. The fact that I get to tour [North America] after being in the industry for 15 years, and only now just getting to do my own headline tour, is incredible. It’s been a long time coming. What’s really beautiful about these shows is that when I look into the audience, I recognise so many of the fans here from back in the day, who’ve literally waited for years – like me! – for this moment. It just makes me feel so loved and supported to know people have believed in me enough to stick around for years waiting for this to happen. Anyone that’s bought a ticket, dressed up, made their own costumes… It’s just such a lovely, beautiful thing. I hope they can see when I’m on stage just how much that means to me, and how much I love performing and putting on the best show that I possibly can every single night. I will never ever take it for granted. I’m just so chuffed that I get to do this for a living… be a silly pop girlie, write and create music that brings people – and myself – a lot of joy… Thank you for believing in me. I literally get on the bunk on my bus most nights from the tour and just lie there like, ‘Oh my god! As if this is my life!’ It means a lot. I hope I get to do this for the rest of my life… Full of gratitude and lots of all the lovely emotions. Thank you so much.”

JADE tea room ☕️

47,114 次观看 • 4 个月前

I graduated!!! I earned a Bachelor of Arts in Sociology with a concentration in Psychology, summa cum laude! Five years ago, I started this journey with an eighth-grade education, and even that was from a Scientology school, where critical thinking was discouraged and the quality of instruction was subpar, to say the least. I did not get here alone. Thank you to NYU School of Professional Studies and Angie Kamath. Thank you to everyone who supported me, encouraged me, and believed in me, especially on the days I was not sure I could do this. And there were plenty of those days. To my therapist, who told me not to give up when I was told I likely would not be accepted into a prestigious program. To my tutor, without whom I likely would have given up at the harder points along the way. To all those here who have sent me loving messages on social media. And to everyone else who has cheered me on in person through the ups and the downs of it, it means more than I can put into words. It got me over this finish line of being a student again and graduating. That goal once seemed impossible. To those who have asked me, “Why this? Why now?” I pursued higher education to reclaim a piece of myself. When you come out of a high-control group like Scientology, or even a high-control family, there are parts of you that were never allowed to fully develop. Those parts include your curiosity and your ability and right to question. Education was discouraged because knowledge creates confidence in your ability to trust your own mind and navigate the world. That leads to true independence, and that would never be allowed. I wanted that back. But more than that, I needed to understand. I needed to understand how my mother could have us join Scientology when I was just eight years old, and how my family and I could be part of something like this and stay in it for so long. I needed to understand how these systems work, how they influence people, and how they take hold. Without education, access to real information, and support, people can fall into systems that work against their best interests. Some assume that because they are educated, even highly educated, they would never fall for something like this. But it turns out that is not necessarily true. What many of us are impacted by, but never quite understand, is how high-control groups operate. Many still do not understand how misinformation spreads, and how tribalism and radicalization shape what we think, what we believe, and who and what we trust. Without that awareness, none of us are immune. Today, we are seeing how these forces can influence good people and distort reality. History has shown us that this is not new; it just comes in a different form now. Social media connects us in ways we never imagined, but it also creates echo chambers that reinforce beliefs and justify behavior without question. Real critical thinking is hard when we are fed so much by algorithms designed to appeal to us. In learning and achieving this milestone in my own life, it has helped me take a good, hard look at my own beliefs and ideologies. This journey was about healing for me, but also about figuring out how to help others in whatever way I can in the future. So what is in my future? I am considering continuing my education and possibly pursuing a master’s degree, with the goal of contributing to advocacy and policies that protect people, not systems. For now, I am taking this moment in. I am proud of myself. And I am grateful. Thank you for being on this journey with me.

Leah Remini

748,894 次观看 • 2 个月前

So much of my time here I have spend dreaming. Dreaming for the day that has now arrived. For years I spend my days grinding to fulfill a promise made by a 25 year old right after having the biggest night of his life. Midnight夏季Breeze sold out in 30 minutes. And for someone who had less then 5000$ in the bank, suddenly making 1.5 million dollars was kind of insane. Euphoric I said "v2 will come for those who hold a breeze" Little did I know how much that single promise would affect my life. I have spend majority of my late 20s painting this world. And been very critical of what this space is about. I wanted to be a voice you could rely on. Someone that shows up, is approachable, but also be the change I'd want to see. Everyday looked the same for me, make coffee, walk dog, turn on pc, paint until dinner, walk the dog again. I sometimes quite literally went insane. The pressure was high. I had to make this project real. And there was always so much to do. Art direct, animate, color grade , composite, 3d , sound effects , music, development, management like countless hats to wear all the time. The Vision however, called me. There was no way I was gonna give up, or quit. Though every vibre in me wanted to. My health , my personal life, they demanded it. But I did not stop. And that persistence has let to today. It has let to an industry that doesn't care. A timeline that can only talk about something if its $ related. And a world that is more chaotic then ever before. And amidst it all, I fulfilled my promise. Fragments of the Lonely Road is here. And I do not think you will ever understand what it means. But, I do know, that this art. This project. This vision. It has been worth it. So now, if you made it all the way down here. I want you to rally. I want you to make noise. I want you to share with the world what this is about. I want you to be the storm that says, "shit can be different". And I will be the wave, and show, why that's the case. GM. STAY BREEZY AND... (you say it in the comments!)

Dutchtide.eth

23,918 次观看 • 9 个月前