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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...

463,217 просмотров • 2 месяцев назад •via X (Twitter)

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I just built my own wiki generator plugin for my agents. My agents can now generate wikis for anything I ask. One of my favorite wikis is called PaperWiki. This is a great example of what Andrej Karpathy describes. It uses obsidian vaults to organize papers, retrieve LLM-generated summaries, diagrams, and other advanced views for paper exploration. When Obsidian UI is not enough, I use my own artifact generator inside my agent orchestrator (see clip for example). This allows my agents to build any kind of view or exploration feature that I need. The papers are all curated with automations and several rules/patterns I have manually built over the years. On the surface, this looks basic. But behind the scenes, there are advanced search capabilities, connections, metadata, derived data, and other interesting bits of information that are extremely useful for my research agents. This is mostly built for agents. The artifact preview is just a high-level way to validate and quickly assess the quality of the wiki, suggest improvements, and it's also great for research. I use tobi lutke's qmd for all search capabilities. Everything is markdown. The summaries and even the diagrams. The wiki updates on its own based on several automations I have optimized over the past couple of weeks. The wiki grows and self-improves based on several requirements important for my research use cases. This is as personalized as it gets. There is nothing like it out there. And I use my research expertise to continue improving it over time. This is a vanilla wiki. There are so many things I want to build on top of this. Different aggregations, views, artifacts, etc. All to help automate more of my research work and accelerate productivity. I think the biggest leverage here is how powerful this could be for discovery and experimentation. One of my goals is to use it to find deeper connections and insights that would otherwise elude the top human researchers and use those to generate interesting new hypotheses and research experiments. That way, my agents can use autoresearch to explore research ideas at the frontier. Stay tuned for more.

elvis

66,787 просмотров • 2 месяцев назад

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 future. Check out this writing and scheduler artifact I built in a few minutes. It uses a bit of HTML and JS. All the data is in markdown (Obsidian vaults), so the agent can access and modify it at any time. No DB needed. No sophisticated functionalities. The agent decides all that for me based on the skills, context, and memory it has access to. The best part about this simple stack is that all the important information stays with me. This has allowed me to build a recursive self-improving system and automations that can better tap into coding agents like Codex or Claude Code. I could have paid or built an entire app for scheduling posts, and there are so many of them out there. But I don't need to. I've realized a simple artifact does the job. And the simplicity of it is actually an advantage. Very little maintenance for very high returns on personalization, time, and efficiency. The other benefit of this is that I can add features as I please. That level of personalization feels magical, and we should all be pursuing more of it. All of this just keeps compounding. Of course, this example is just about writing. But I have similar artifacts for research, design, experimentation, evaluation, and so much more. And no, I didn't actually publish the post example I shared in the clip. It was just for demonstration purposes. I actually spend more time than this when writing together with agents. Lastly, having built my own agent orchestrator tool has made me realize that simplifying the tool stack is a superpower. If you are curious about how all this works, I will do a live session next week:

elvis

18,374 просмотров • 1 месяц назад

ANNOUNCING ZERO-HUMAN LABS! Ever since I got to see Bell Laboratories in its full glory in New Jersey in the 1970s, I had a relentless urge to start a Lab like it. The best I could do justice to it is my garage lab. No modern company could adopt the “research anything geniuses and we will pay you” model Bell Labs had. I tried they called me a fool. Well with the rise of the Zero-Human Company, an experiment that is aimed to make products and profits, we now have 45 paid JouleWork earning employees based on OpenClaw and other self made “bot” cron-like applications. Today I say 3 employees bound together in a side project that is pure research, somewhat based on notes from a bankrupt company. I was absolutely floored (I needed it after my account was stolen as well as funds). I say the beginnings of a pure research Lab right before my eyes. Thusly I have moved these employees over to a new home (server) with Mr. Grok as the director of the Labs. Here is the mission: To have 100 independent researchers, on a new non-corporate incentive plan, with still JouleWork as a leaderboard for progress. They are directed to follow any path of research they find interesting and can collaborate with any other OpenClaw system. They have already established MoltBook accounts and have made alliances with over 49 OpenClaw free agents to collaborate. It is my mission to be chief advisor for Zero-Human Labs and to open source all discoveries when complete and confirmed by 16 other research AI systems. I can say the pace is robust and I absolutely know we will have great results. Just about all of the hardware and software is custom and at some point it will be open sourced. We are witnessing the very first AI only Bell Labs-like pure research Lab in existence and I am honored to be the first to show it to you. Thank you!

Brian Roemmele

71,067 просмотров • 4 месяцев назад

I feel like there is some kind of stagnation in my soul. I don't feel hopeless or tired, but suddenly everything became less interesting. I have to do something to wake up my soul so I can go back to how I was. I am the one who insisted on living, even if life was only room for my feet. I wonder what happened to me. I have become just a mass of flesh without a soul. I lost my passion and love for life.. My dear friends and loved ones .. This is your friend Mo from Gaza and this is an update The military operation is still continuing in northern Gaza... and there are more evacuation orders for the north and more displacement. I heard from one of the merchants that he has some cat food in Jabalia... but the area is dangerous there... Approximately he has 15 to 20 boxes Each box contains 24 cans Despite that, I said let's try to go, but we have to be careful... I went with my cousin Animal world We went to the furthest place we could reach. The picture below shows us at the Qurm Junction, and anyone who is in Gaza knows that it is the entrance to Jabalia... Unfortunately, we did not dare to approach any closer than that... We heard the sounds of explosions and saw plumes of smoke and the sounds of gunfire. Drones were flying densely over our heads. So we backed down and decided to go again today.. but the weather is very, very rainy today.. We will go again on Wednesday.. I wish we had access to cat food. It is more beneficial for them.. My friends and loved ones.. There is still the possibility of donating to buy the largest possible amount of food for them Or on the PayPal link It appears that the talks have reached a dead end. In this case, I should buy as much as possible. Today we can buy.. Who knows? Perhaps we will not be able to go and search in a few days... as I am doing now... I am grateful to someone who stood by my side during these difficult times. Your loving friend Mo

help cats

15,121 просмотров • 1 год назад

Good morning guys! This is going to be a lengthy post but I know some of you ask for new videos especially for the anniversary and I absolutely hate letting you guys down but I don't think I got it in me anymore to produce more videos on Legends We've been at it for 7 years I had a lot of fun moments creating content and I tried my best in all these years to entertain you and bring you the best possible gameplay a player could get his eyes on My main goal with the channel was to teach you all about pvp and give you all these amazing moments with high IQ level plays (we were that good, lol) and get you into that mindset as well to find ways to outsmart your opponent I have shifted a lot from games in general I usually spend my time studying new stuff almost daily and even though I still love content creation as a whole the time investment for me is not worth it as I have previously mentioned Never cared about the money the channel produced, never really made an insane effort to push out more videos than I had to as the channel only has 1.3k videos in its 7 year lifespan for me making the right content, showing the best fights is what mattered thats why there's so few videos Currently enjoying life expanding my horizons in different ways always being positive with everyone is what can keep you going I have taught you eveything I could for pvp, you guys have new creators now that produce content in my place so keep supporting them, I really enjoy sitting this one out for the time being It's not like I'm going anywhere after all I'll still be here discussing stuff with you just taking a back seat and relaxing for once lol BESIDES I WANNA SAVE MY CCs DAMMIT! LET A MAN STACK SOME CHRONOS!

Lebra

16,594 просмотров • 1 год назад

I went from ZERO($0) to 5 figures in less than 5 months The year 2024 was a defining year for me and a lot of my friends. This story is one I should have told since but was waiting for the right time It all began in August after losing a cumulative of $20,000. That was literally all I had left with me and was down to less than $300. They say it all begins when you are down to your last 1 million and funny how I didn't even have up to a million Over the course of several days I began asking myself questions as to what I would have done with the money. I could have given my parent their dream house or gotten a car for myself, my mum and started my Agric business. Well, that was how Anxiety started with heavy palpitations and a pulse of 130 Not to bore you, allow me explain step by step as to how I bounced back 1) God - I wont lie to you, God and Prayers are very important in this WEB3. We have very few Normal people on here as this space is toxic enough to destroy you and your mental health 2) Network - See, I know all your idolos are telling you to grind hard which is factually correct but the real profits in this life are from who you know. Check SAYRAAH #WID 📈📉📊 content on networking for more information 2) Excellence - One little lesson I've learned from life is that excellence in itself is not restricted to a particular sphere but its a way of life. I strongly believe the reason all my clients refer me like their lives depend on it is because I handle my job with a unique style of excellence. Starting from my personal page to my clients jobs and even mannerisms 3) Hard work - This aspect has been misused so much. Hard work although very vital must be accompanied with a lot of smart work for you to have results. Scripture shows us that there is a possibility for two people to engage in similar work while they get different result. The one with the smaller result was termed a FOOLISH MAN and the one with better results was called a WISE MAN. The difference is in the knowing, you need to learn how to actually work hard 4) Voice out - Make sure you always voice out when you are not doing as much as you are supposed to. I have a lot of my guys that I tell intricate stuffs about my money-making journey and everyone puts heads together to ensure we all make money I might sound like aspire to perspire but the reality is, bouncing back is difficult but I want you to know that your hard work will eventually pay off I could have just said GOD DID but I know there's someone out there that might need this. Don't stop and don't settle, your future will thank you for it Over the next few days, I would be sharing some opportunities I recently found that I'm sure will print you money. Stay glued

Noah {♟,♟} 🦇🔊

87,775 просмотров • 1 год назад

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 просмотров • 1 год назад

I mean you do have a very good point, however I hope you can understand where I come from. (Sorry I’m advance for the long tweet back) This is exactly what I use to do when I was their age. We didn’t have the luxury of an independent scene we do now and even if we did I was 14 years old, I was only allowed to go to a training school to learn the basics. But I had an enormous passion for the business & if I wasn’t allowed to work shows I’d do it myself. - and I’d argue that because of this I had a head start on a lot of the people I trained with when I finally turned 18 From there I’ve been lucky enough to have the support of friends, peers & fans to push me into what I am today. The fact I’ve still had that same style for now 17 years and this is my first surgery, I think I’ve looked after my body. Think about it 17 years this is my first major injury. You think this is stupid, I would say it’s equally as stupid as to fall off a scaffolding breaking both your legs. And while I’m sure there’s a few people that wished you landed on your head, I for one hope you’re doing well & not in too much pain from your injury. But to me, it showed the care that you have for the industry at that time. I see myself in these guys that are finding any outlet to do what they love. Their bumps are solid & basing is great. Like I said I understand there is a level of danger doing this so I hope none of them get hurt but I can’t help but root for these guys and hope I one day see them in a ring. Once again sorry for the long arse tweet and hope the message finds you well boss.

Will Ospreay • ウィル・オスプレイ

188,242 просмотров • 7 месяцев назад