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This is your MP, Pushpendra Saroj. “As a Dalit, I faced discrimination even while filing my nomination. No one would accept my papers.” Every politician in this country has mastered the art of playing the sympathy card to woo voters from their community. But when I checked, nothing like...

225,718 views • 7 months ago •via X (Twitter)

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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 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

465,471 views • 4 months ago

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 views • 8 months ago