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1,511,531 views • 2 years ago •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

31,207 views • 3 months ago

My Prediction Market Tools list + Trading Workflow A) Tools I use: - Betmoar: Filtering + Analysing specific smart money wallets - HashDive - Prediction Market Analytics: Spotting volume and OI changes + whale flows - Polymarket Analytics: Comparing markets across different Prediction Markets - Polycule: Trading on the go - Polysights: Advanced Metrics related to volatility and trends B) My workflow: 1) I usually trade sports + crypto price prediction markets since I have some kind of expertise there 2) I use Betmoar to filter and find interesting markets. Try to enter new markets as early as possible since there are significant mispricings 3) I then use Hashdive to see what OI changes and whale flows are like for a particular market 4) Polymarket Analytics to compare markets across PM and Kalshi to see where I can get the best price 5) Trade directly through PM and Kalshi for now to execute if im on my laptop and Polycule when I'm not 6) I also check in daily on smart money wallets I follow on BetMoar to see if they've made any interesting trades recently I don't focus on Arbitrage, LPing or delta-neutral trades at all. Prefer to either take directional trades where I have an information edge or I'm early Sometimes I'll 'gamble' on sports markets because it's fun C) Takeaways for you: - Only trade in markets you have in-depth knowledge/edge - Being early is lucrative in prediction markets - Pro tools can save you hours trying to find alpha - Don't use too many tools. Use a few and master them instead - Everyone has their own process. Don't copy mine it won't work for you. The point of this tweet was to educate you on how you can build your own process LMK if there's any other useful tools I should check out that could optimise my workflow further!

Yoshi

31,700 views • 10 months ago