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.show more

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.show more

Been exploring a new way to explore AI research... papers to discover deeper insights. Agents are at the center of it. So far, I've built this little interactive artifact generator in my orchestrator to visualize things. This allows me to change views and insights (on-demand) from 100s of papers. Just scratching the surface here. More to share soon.show more

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:show more

LLM Knowledge Base → Slides When Andrej Karpathy shared... his LLM Knowledge Base setup, many were wondering how to generate more visual forms of the wiki. There are many options, but I think Gamma is one of the best at producing high-quality, rich presentations. To showcase this, I just built a pipeline that turns my AI papers wiki (1K+ papers across 20 AI agent topics) into polished slide presentations using Gamma. The flow: Obsidian vault → Gamma MCP → embedded preview in my dashboard. I give one command to my agent, which pulls the top papers from each topic (via the wiki), feeds them to Gamma, and renders the presentation inline. The Gamma connector for Claude is a great choice for generating beautiful and professional slides. Easy to use. Go to your Claude instance and add the official Gamma connector. That's it! Claude Code will now have access to all the necessary MCP tools for generating slides. I use the Claude Agent SDK for my agent orchestrator, so I use the official Gamma MCP tools and embed the generated slides in an iframe via my artifact preview. See the clip below for an example.show more

NEW favorite artifact. I read this every morning to... catch up on AI news from high-signal X accounts. It's an HTML artifact that curates X posts using the X MCP tools. Composed by my research agents. I have a daily automation that goes through curated X accounts and captures AI papers, projects, and more. I feel like this is closer to the "For You" feed that we all want. Happy to share the artifact and automation instructions if anyone thinks it would be useful for them.show more

Increasingly, HTML Artifacts are becoming a core part of... how I work with AI agents. Long-horizon agent sessions need a better way to surface insights about what work it has done. This may not be obvious right now, but as you start to let your agent work on dynamic workflows, large codebases, long-running loops (e.g., using /goal), and deep research tasks, you need a good way to present results. Chat window is not it. You also don't want to just trust everything the agents do. Artifacts help provide an important verification layer, which in turn enables important decision-making. I like HTML artifacts because I can just ask the agent to produce as many of them (and in whatever form) as I need to verify the work and make sense out of everything. I even built a nice tab system for my artifacts. They are great for continual learning and research. I use HTML artifacts for logging, tracking experiments, brainstorming, managing my inbox, code reviews, agent session management, deep research, writing, reading, and so much more. I believe Andrej Karpathy wrote about this somewhere: As we move on to more advanced applications of AI agents and outputs get more complex, we will start to find the need for even more advanced forms of interactions with AI, including interactive neural videos/simulations.show more

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!show more

I am real I have been through what you... are facing and survived I spend all my time trying to explain what I have learned and there is zero money or energy to fix up my garage I live in so don’t waste your time telling me to clean it up I do this willingly so that you won’t have to That is the only reason I am running for the senate I don’t seek fame nor fortune but I realize we need someone in the Senate who will put Texans first and demand the same for Americans It’s as real as it gets in this war on American workersshow more

NEW: AI Papers of the Week Collection I just... released my AI Papers of the Week collection under our Resources hub. Now you can easily find some of the most important AI papers in one place. You can also use our new AI tutor to recommend top AI papers on any topic of interest or topics you are learning about on the platform. Learning about AI is not enough. It's important to keep up to date. So this is why we are building all these tools and resources to help with that. Go try it out here: We will update the collection every week and add new paper collections in the coming weeks. We have another killer feature dropping soon to read and annotate papers, including a completely new way to study and digest AI papers. Stay tuned!show more

If ever there was a goal that defined what... I am all about...well, it is this one. I feel as if FC 26 was made for my style of play. I cannot tell you how happy I am with the changes to dribbling and passing. We. Are. So. Back. On top of that? This 433 I've created is 🔥🔥🔥show more

🔥🚨BREAKING: I am looking to hire people that are... able to research and find news with me to cover on my page. I want to expand and I have accepted I have reached the maximum limit of doing all of this alone. For 3 years I have done this alone, I want to see what others can find and learn from them and most importantly give them a good source of income.show more

+113k No words can describe the month that I... had to be honest and all I can thank is God and the relations that I have made. To say that 3 months ago I went from -3k -> 5.6k -> 23k to now is just so amazing for me. Im happy with the turnout of every single day as well as I can't thank 67FnF anymore and all the boys that are in there 30-1 pretty damn happy and my 1 off day is the day after I ended a 4-year relationship so i'm happy to say I kept my head down and kept grinding. To 2026, i'm happy to be in the circle I am and good luck to everyone in this Q1 Cycle!show more

I never thought I would ever say this, but... I have truly lost all my confidence today. A part of me still believes in my work and knows the value of what I have built here over the past five years. At the same time, I just feel faded. The people I associated with closely haven't supported me, and the majority of my collector base has left the space. I still took it on the chin and continued to show up because I blindly believed in what I do and I know what it has done for me. I never had a Plan B. There was never a backup plan, and that is exactly why I even got here in the first place. I was good for nothing but art, and that is the reason I have always said that art saved my life. But lately, it feels like it is the very thing that is going to kill me. I really don't know how I feel about everything anymore. I just don't know. But I am not going anywhere. This is my home, so I still gonna continue to show up! I just needed to get this off my chest.show more

🖤 Partner Push Announcement 🖤 I wanted to officially... announce that over the next few months, I will be partner pushing on the purple app! Many of you already know this as I’ve been talking about it on the purple app already, but I wanted to finally announce it on here as well!! Implings and friends! All lurks, raids, etc will be greatly appreciated during the next few months, our numbers are so close!! I want to try to overshoot a bit so that the chances of me getting denied are smaller. 💙 Hitting partner would mean so much to me as I continue to work hard at making this my full time job. Content creation is my dream and passion, I can’t wait to see what great heights we reach together! I have been working incredibly hard to make this dream a reality, and I couldn’t have done with without you guys. My goal is to hit it by the end of the year, possibly by my birthday in November!! Thank you so much for all the love and support, I’m super excited to shoot for this next milestone with you, my implings. 🥰show more

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 Moshow more

Dynamic workflows are a generalization of harnesses, automations, loops,... routing, and graphs. It's the most powerful feature I have built into my agent orchestrator. Supports all kinds of patterns that leverage different agent backends (claude, codex, pi, hermes,...). It's a meta-harness approach that unlocks new forms of test-time compute. Example of use cases it supports: > LLM councils to get different perspectives from LLMs or plan more intensively > Dynamically routing tasks to different agents based on needs (e.g., cost efficiency and optimal intelligence) > Advisor/Judge + executor workflows and pretty much any complex graph-based pattern required by the task. I find it especially useful for long-running work and code reviewing. > Agent teams that talk to each other if needed for the task. I like to use this for AI editing, artifact creation, and other creative tasks. And I am sure it supports so many things that I haven't discovered yet. I got inspired by the dynamic workflow feature released by the Claude Code team. I had actually built it earlier this year but wanted to generalize it across different agent backends. I think this is going to become more popular in the coming days. I will share more of my findings soon.show more

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!show more

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 gluedshow more

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 lolshow more