Roan

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building my life around AI agents, LLMs & quant systems for prediction markets + crypto

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Anya Rossi

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My friend applied to 250 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $850,000. I asked him how he broke in from zero. He sent me the exact video that got him in. Google's 1 hour course on "Full AI Engineering in 2026". Ex- Google Jeff Dean shows you exactly how to build AI agents like Grok Bot from scratch. I watched it last night. Halfway through, I realized I could break into an AI lab in weeks, not years. Bookmark this and read the article below. • 00:00 - LLM foundation • 17:22 - how to actually use AI models • 30:03 - AI prompt engineering • 52:35 - one human coordinating 100 AI agents

My friend applied to 250 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $850,000. I asked him how he broke in from zero. He sent me the exact video that got him in. Google's 1 hour course on "Full AI Engineering in 2026". Ex- Google Jeff Dean shows you exactly how to build AI agents like Grok Bot from scratch. I watched it last night. Halfway through, I realized I could break into an AI lab in weeks, not years. Bookmark this and read the article below. • 00:00 - LLM foundation • 17:22 - how to actually use AI models • 30:03 - AI prompt engineering • 52:35 - one human coordinating 100 AI agents

655,125 görüntüleme • 16 gün önce

My friend applied to 150 tech jobs in two years. No MIT. No Stanford. No PhD. Last month SpaceXAI offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. A 1-hour course from SpaceXAI on "Full AI Engineering in 2026". Lauren Tan aka Poteto (Ex-Cursor) shows you how to architect & build AI agents like Grok Bot from scratch. I watched it last night. Halfway through, I realized anyone could break into an AI lab in weeks, not years. Bookmark this & read the article below.

My friend applied to 150 tech jobs in two years. No MIT. No Stanford. No PhD. Last month SpaceXAI offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. A 1-hour course from SpaceXAI on "Full AI Engineering in 2026". Lauren Tan aka Poteto (Ex-Cursor) shows you how to architect & build AI agents like Grok Bot from scratch. I watched it last night. Halfway through, I realized anyone could break into an AI lab in weeks, not years. Bookmark this & read the article below.

113,972 görüntüleme • 7 gün önce

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free. Bookmark & watch this today before someone takes it down.

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free. Bookmark & watch this today before someone takes it down.

2,592,056 görüntüleme • 4 ay önce

i finally cracked how to master GPT-6 Astra OPENAI JUST DROPPED THE OFFICIAL GUIDE TO PROMPTING GPT-6 ASTRA GPT-6 Astra → Clean System Prompt → Autonomous Execution → Production-Ready Output → Ship faster Most people are still prompting Astra like GPT-5. That's the mistake. Bookmark this, then read the article below to build to alpha trading strategies 24/7

i finally cracked how to master GPT-6 Astra OPENAI JUST DROPPED THE OFFICIAL GUIDE TO PROMPTING GPT-6 ASTRA GPT-6 Astra → Clean System Prompt → Autonomous Execution → Production-Ready Output → Ship faster Most people are still prompting Astra like GPT-5. That's the mistake. Bookmark this, then read the article below to build to alpha trading strategies 24/7

68,169 görüntüleme • 5 gün önce

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

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

711,431 görüntüleme • 1 ay önce

My friend applied to 150 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $850,000. I asked him how he broke in from zero. He sent me the exact video that helped him to get in. SpaceXAI engineer's 1-hour course on "Coding with AI Agents in 2026". Lauren Tan (Ex-Cursor) shows you exactly how to build AI agents like Grok Bot from scratch. After this course you could turn AI agents into better engineers than humans. I watched it last night. Halfway through, I realized I could break into an AI lab in days, not years. Bookmark this and read the article below.

My friend applied to 150 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $850,000. I asked him how he broke in from zero. He sent me the exact video that helped him to get in. SpaceXAI engineer's 1-hour course on "Coding with AI Agents in 2026". Lauren Tan (Ex-Cursor) shows you exactly how to build AI agents like Grok Bot from scratch. After this course you could turn AI agents into better engineers than humans. I watched it last night. Halfway through, I realized I could break into an AI lab in days, not years. Bookmark this and read the article below.

120,407 görüntüleme • 12 gün önce

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.

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.

1,686,554 görüntüleme • 5 ay önce

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.

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.

1,301,570 görüntüleme • 5 ay önce

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". Anthropic's team will teach you exactly how to build AI agents with skills 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 skills framework • 25:19 - Building AI agents with MCP • 42:05 - AI agents architecture • 1:28:55 - How to ship with AI agents

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". Anthropic's team will teach you exactly how to build AI agents with skills 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 skills framework • 25:19 - Building AI agents with MCP • 42:05 - AI agents architecture • 1:28:55 - How to ship with AI agents

58,071 görüntüleme • 8 gün önce

Don't waste 2 years learning to become an AI agentic engineer in 2026. Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch. 1 hour course. Free: • 00:00 - AI agent basics • 12:12 - AI Agentic workflows & design patterns • 53:27 - Practical tips for building AI agents • 1:20:30 - self-improving AI agent loops • 1:30:19 - multi-agent AI systems I watched it last night. Halfway through, I realized I could get into Anthropic in weeks, not years. Bookmark now. Watch it. Then build your own AI agent with the guide below.

Don't waste 2 years learning to become an AI agentic engineer in 2026. Andrew Ng, the godfather of AI, gave the complete playbook to become one from scratch. 1 hour course. Free: • 00:00 - AI agent basics • 12:12 - AI Agentic workflows & design patterns • 53:27 - Practical tips for building AI agents • 1:20:30 - self-improving AI agent loops • 1:30:19 - multi-agent AI systems I watched it last night. Halfway through, I realized I could get into Anthropic in weeks, not years. Bookmark now. Watch it. Then build your own AI agent with the guide below.

251,070 görüntüleme • 1 ay önce

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

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

287,353 görüntüleme • 1 ay önce

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.

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.

319,515 görüntüleme • 2 ay önce

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

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

279,295 görüntüleme • 2 ay önce

i can't believe this 1 hour talk by the people who control the world's financial system including Ray Dalio, Jamie Dimon & Larry Fink literally told you exactly where the money is going for the next decade:

i can't believe this 1 hour talk by the people who control the world's financial system including Ray Dalio, Jamie Dimon & Larry Fink literally told you exactly where the money is going for the next decade:

369,145 görüntüleme • 3 ay önce

My friend applied to 200 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. A 1 hour course on "Complete AI Engineering in 2026". Matt Pocock shows you how to architect & build AI agents like Grok Bot from scratch. The exact AI-assisted coding workflow that lets agents ship code while you sleep. I watched it last night. Halfway through, I realized I could break into an AI lab in days, not years. Bookmark this and read the article below.

My friend applied to 200 tech jobs in two years. No MIT. No Stanford. Last month SpaceXAI offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. A 1 hour course on "Complete AI Engineering in 2026". Matt Pocock shows you how to architect & build AI agents like Grok Bot from scratch. The exact AI-assisted coding workflow that lets agents ship code while you sleep. I watched it last night. Halfway through, I realized I could break into an AI lab in days, not years. Bookmark this and read the article below.

35,922 görüntüleme • 10 gün önce

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. Anthropic's 2 hour course on "How to become an AI engineer in 2026" Their core team shows exactly how to architect & build AI agents from scratch. I watched it last night. Halfway through, I realized I could break into an AI lab in weeks, not years. Bookmark this and read the article below. • 00:00 - AI agents with graph engineering • 06:41 - AI agent architecture • 14:31 - building AI agent loops live • 1:15:24 - AI agentic RAG • 2:20:42 - Anthropic interview process

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. Anthropic's 2 hour course on "How to become an AI engineer in 2026" Their core team shows exactly how to architect & build AI agents from scratch. I watched it last night. Halfway through, I realized I could break into an AI lab in weeks, not years. Bookmark this and read the article below. • 00:00 - AI agents with graph engineering • 06:41 - AI agent architecture • 14:31 - building AI agent loops live • 1:15:24 - AI agentic RAG • 2:20:42 - Anthropic interview process

143,684 görüntüleme • 1 ay önce

This 1 hour Yale lecture will teach you more about game theory than 2 years of MBA program. Replace one movie this weekend with this lecture, then read the article below. That one decision changes more than you think.

This 1 hour Yale lecture will teach you more about game theory than 2 years of MBA program. Replace one movie this weekend with this lecture, then read the article below. That one decision changes more than you think.

515,970 görüntüleme • 5 ay önce

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.

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.

373,002 görüntüleme • 4 ay önce

Andrej Karpathy spent 8 years at OpenAI & Tesla, recently he joined Anthropic Few days ago, he put everything he knows into one free 4-hour lecture After this course you'll learn to build LLMs like ChatGPT & Claude from scratch People pay $15k for bootcamps that teach half of this You probably don't have 4 hours right now Don't let this get lost in your feed Watch it, then read the guide below and build your first loop

Andrej Karpathy spent 8 years at OpenAI & Tesla, recently he joined Anthropic Few days ago, he put everything he knows into one free 4-hour lecture After this course you'll learn to build LLMs like ChatGPT & Claude from scratch People pay $15k for bootcamps that teach half of this You probably don't have 4 hours right now Don't let this get lost in your feed Watch it, then read the guide below and build your first loop

91,757 görüntüleme • 29 gün önce

Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. • 00:00 - self-improving AI agent basics • 1:07:24 - multi-step reasoning in AI agents • 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact knowledge of building AI agents. Bookmark this & watch, no matter what. It’ll be the most productive start for your week. Then read article below.

Don't waste 2 years learning to build self-improving AI agents. Stanford just dropped a 3 hour course on building AI agents from scratch. • 00:00 - self-improving AI agent basics • 1:07:24 - multi-step reasoning in AI agents • 2:22:04 - AI agents learning from feedback Anthropic pays $750,000/year to AI engineers who master this exact knowledge of building AI agents. Bookmark this & watch, no matter what. It’ll be the most productive start for your week. Then read article below.

123,836 görüntüleme • 1 ay önce