
Roan
@RohOnChain • 58,159 subscribers
building my life around quant systems in prediction markets and crypto
Videos

My friend applied to 250 tech jobs in two years. No MIT. No Stanford. Last month Anthropic offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. Anthropic's 2-hour course on how to become an AI engineer in 2026. Thariq Shihipar shows you exactly how to build AI agents from scratch. I watched it last night. Halfway through, I realized I could break into an AI lab in months, not years. Bookmark this and read the article below. • 00:00 - AI agent harness • 23:44 - building AI agent loops • 56:39 - AI agent context engineering • 1:33:34 - AI agent deterministic hooks • 1:50:31 - Anthropic SWE interview process
Roan692,758 次观看 • 7 天前

My friend applied to 300 tech jobs in two years. No MIT. No Stanford. Last month Anthropic offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. Andrej Karpathy's 3-hour course on building a full LLM from scratch. Anthropic's own researcher shows you how LLMs like ChatGPT & Claude are actually built. I watched it last night. Halfway through, I realized it's embarrassingly simple to break into an AI lab. Bookmark this and read the article below. • 00:00 - intro to LLMs • 12:41 - LLM training pipeline • 31:58 - LLM tools & plugins • 41:14 - LLM transformer architecture • 2:19:02 - scaling the LLM
Roan281,362 次观看 • 10 天前

Met a guy making $1.6 million/year as an LLM engineer. I asked him how he learned LLMs from scratch. He sent me the exact video that got him in. A 1 hour course on how LLMs actually work. He shows how transformers inside LLMs like ChatGPT & Claude are actually built. I watched it last night. Halfway through, I realized LLM architecture is way simpler than they make it look. Bookmark this and read the article below. • 00:00 - LLM foundations • 04:21 - LLM tokenization • 05:43 - LLMs vector embeddings • 22:16 - attention mechanism of LLM • 43:42 - LLM multi head attention
Roan76,425 次观看 • 3 天前

My friend applied to 200 tech jobs in two years. No PhD. No Stanford. Last month Anthropic offered him $750,000. I asked him how he broke in from zero. He sent me a course that was never supposed to get out. A 3-hour video to build a full LLM from scratch. A developer teaches you exactly how LLMs like ChatGPT and Claude are actually built. I watched it last night. Halfway through, I realized it's embarrassingly simple to break into an AI lab. Bookmark this and read the article below. • 00:00 - intro to LLMs • 05:43 - LLM transformer architecture • 40:24 - training the LLM • 1:30:27 - modernizing the LLM • 2:33:53 - scaling the LLM
Roan275,478 次观看 • 20 天前

This 2 hour Stanford lecture shows exactly how Stanford trains it's engineers to build AI systems. It's more practical than every Claude tutorial & prompting threads you've seen. Bookmark & give it 2 hours, no matter what. It'll be the most productive thing you do this weekend.
Roan1,677,445 次观看 • 3 个月前

Met a guy making $1.4 million a year as a prompt engineer. I asked him how he learned prompting so well. He sent me a video that was never supposed to get out. Andrew Ng's 2 hour prompting course. You wont find anything better about prompting than this video. I watched it last night. Halfway through, I realized I have been using Claude completely wrong for years. Bookmark and watch this today.
Roan315,781 次观看 • 29 天前

This 1 hour lecture on Bloomberg Terminal will teach you more about trading markets than a 2 month internship at Goldman Sachs or JPMorgan. Bookmark this & give it 1 hour today, no matter what. It’s the most productive start you can give your week. Then read the article below.
Roan1,294,099 次观看 • 4 个月前

My friend made $2 million last year by running his own quantitative trading system. No MIT. No Stanford. No hedge fund background. I asked him how he built the strategies from zero. He sent me a course that was never supposed to get out. A quant researcher walks through 3 full strategies from data to backtest. You won't find anything better about building quantitative strategies like hedge funds than this. I watched it last night. Halfway through, I realized building hedge fund strategies is embarrassingly simple. Bookmark this & read the self-improving trading agent guide in the article below. • 00:00 - algorithmic trading basics • 15:25 - quant strategy 1 • 2:05:08 - quant strategy 2 • 2:28:08 - quant strategy 3
Roan132,291 次观看 • 17 天前

My friend was running a $150M hedge fund strategy on his laptop last night. No MIT. No Stanford. No hedge fund background. I asked him how he learned these quantitative trading strategies. He sent me the course that got him there. 4 real hedge fund managers reveal the strategies that made them billions. You won't find anything better about building quantitative trading strategies than this. I watched it last night. Halfway through, I realized building hedge fund strategies is embarrassingly simple. Bookmark this and read the article below. • 00:00 - quant strategy 1 • 50:45 - quant strategy 2 • 1:28:53 - quant strategy 3 • 1:51:41 - quant strategy 4
Roan70,764 次观看 • 9 天前

My friend makes $1.4 million/year as a Jane Street quant. No MIT. No Stanford. No Ivy League PhD. I asked him how he broke into quant from scratch. He sent me a video that was never supposed to get out. Hedge fund insiders laying out the full quant career playbook. You won't find anything better about becoming a quant than this video. I watched it last night. Halfway through, I realized I could break into a top quant firm in months, not years. Bookmark this and read the article below.
Roan142,301 次观看 • 22 天前

This 1 hour Stanford lecture on Markov Decision Processes will teach you more about the math behind systematic trading decisions than a 3 month internship at Jane Street or JPMorgan. Bookmark & replace one movie today with this lecture, then read the complete article below.
Roan367,671 次观看 • 2 个月前

My friend makes $850,000/year as an Anthropic AI engineer. No MIT. No Stanford. No PhD. I asked him how he broke into AI from scratch. He sent me a course that was never supposed to get out. A developer teaching to build self-improving AI agents from scratch. You will learn exactly how AI agents like Claude Code and OpenClaw are actually built. You won't find anything better about becoming an AI engineer in 2026 than this video. I watched it last night. Halfway through, I realized I could land a role at a top AI lab in months, not years. Bookmark this and read the article below.
Roan69,565 次观看 • 18 天前

My friend makes $1.4 million/year as an Anthropic engineer. I asked him how he learned prompting so well. He sent me a video that was never supposed to get out. Their core team's prompting roundtable. You won’t find anything better about prompting than this video. I watched it last night. Halfway through, I realized I've been using Claude the wrong way for two years. Bookmark & watch this before someone takes it down.
Roan81,142 次观看 • 27 天前

My friend makes $1.5 million a year as a Two Sigma quant researcher. I asked him how he generates alpha using ML. He sent me a video that was never supposed to get out. Their core team's full ML playbook. You won't find anything better about ML for quants than this video. I watched it last night. Halfway through, I realized I could build a machine that prints alpha like hedge funds. Bookmark and watch this before someone takes it down.
Roan81,246 次观看 • 28 天前

My friend applied to 200 tech jobs in two years. No MIT. No Stanford. Last month Anthropic offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. A 4-hour course on mastering Claude Code. I watched it last night. Halfway through, I realized I've been using Claude Code completely wrong for a year. Bookmark this and read the article below. • 00:00 - Claude Code setup • 49:34 - building apps with Claude Code • 2:07:52 - prompting Claude Code • 2:46:16 - Claude Code for production
Roan37,444 次观看 • 14 天前