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content creator | ai researcher

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Joined July 2026
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Holy f*ck, Google just dropped a full 2-hour course on Loop and Graph engineering, completely free From one prompt to 300+ agents that plan, remember and fix their own work: 0% → 03:09 - Multi-agent systems from scratch: the full blueprint 30% → 38:06 - Agent graphs: run agents in sequence and in parallel 45% → 51:10 - Loop engineering: send bad work back until it passes 65% → 1:20:44 - One orchestrator picks the right agent for every job 100% → 1:57:15 - A self-running agent team goes live and wins on its own Prompt → Agents → Loops → Graphs → Self-Improving Teams Most people build one agent, watch it break and go back to the chat window Single agents were the old workflow Agent teams that run themselves are the new one Worth more than any $3,500 agentic engineering course Save it and watch it tonight Then read how to run agents like this in the harness engineering guide below ↓
Your agent is not autonomous You are its loop You check every step because nothing else in the system can I broke down the 7 levels from babysitting agents to running a fleet ↓
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Holy f*ck, Google just dropped a free 1-hour course on Loop engineering and multi-agent systems "From one prompt to 50+ agents that remember everything and check each other's work" Prompt → Agent → Memory → Loops → Multi-Agent Graphs 04:42 - Loop agents: a checker sends bad work back until it passes 08:06 - Give your agent memory that never forgets 28:29 - Long-running agents that work for weeks without losing context 1:08:32 - Build a multi-agent team that double-checks its own answers While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $2,500 agentic engineering course Bookmark and watch it today Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓
Claude Code can fix the bug It doesn't know the customer is still waiting A longer CLAUDE.md won't change that I broke down how to give Claude Code, Cursor and Codex one AI employee who knows the company ↓
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next google loop, graph and harness engineering vid ↓ teapaw.org/ryouxbt/status/2116520…
Holy f*ck, Google just dropped a full 2-hour course on Loop and Graph engineering, completely free From one prompt to 300+ agents that plan, remember and fix their own work: 0% → 03:09 - Multi-agent systems from scratch: the full blueprint 30% → 38:06 - Agent graphs: run agents in sequence and in parallel 45% → 51:10 - Loop engineering: send bad work back until it passes 65% → 1:20:44 - One orchestrator picks the right agent for every job 100% → 1:57:15 - A self-running agent team goes live and wins on its own Prompt → Agents → Loops → Graphs → Self-Improving Teams Most people build one agent, watch it break and go back to the chat window Single agents were the old workflow Agent teams that run themselves are the new one Worth more than any $3,500 agentic engineering course Save it and watch it tonight Then read how to run agents like this in the harness engineering guide below ↓
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Holy f*ck, Google just dropped a free 2-hour course on Harness, Loop and Graph engineering From one prompt to 100+ agents that test, judge and fix their own work: 0% → 0:29 - Harness engineering from scratch 15% → 11:08 - Build your first agent the right way 30% → 28:03 - Evals: an agent that grades its own work 65% → 1:00:13 - Loop engineering: send bad work back until it passes 100% → 1:18:45 - A self-improving graph that gets better while you sleep Prompts → Agents → Harness → Loops → Self-Improving Graphs Most people still trust an agent just because its answer "looks right" Worth more than any $2,500 agentic engineering course Save it and watch it tonight Then read how to build the full harness in the guide below ↓
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another workshop by annie wang ↓ teapaw.org/ryouxbt/status/2116520…
Holy f*ck, Google just dropped a full 2-hour course on Loop and Graph engineering, completely free From one prompt to 300+ agents that plan, remember and fix their own work: 0% → 03:09 - Multi-agent systems from scratch: the full blueprint 30% → 38:06 - Agent graphs: run agents in sequence and in parallel 45% → 51:10 - Loop engineering: send bad work back until it passes 65% → 1:20:44 - One orchestrator picks the right agent for every job 100% → 1:57:15 - A self-running agent team goes live and wins on its own Prompt → Agents → Loops → Graphs → Self-Improving Teams Most people build one agent, watch it break and go back to the chat window Single agents were the old workflow Agent teams that run themselves are the new one Worth more than any $3,500 agentic engineering course Save it and watch it tonight Then read how to run agents like this in the harness engineering guide below ↓
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ryou retweeted
Holy f*ck, Google just dropped a free 1-hour course on Loop engineering and multi-agent systems "From one prompt to 50+ agents that remember everything and check each other's work" Prompt → Agent → Memory → Loops → Multi-Agent Graphs 04:42 - Loop agents: a checker sends bad work back until it passes 08:06 - Give your agent memory that never forgets 28:29 - Long-running agents that work for weeks without losing context 1:08:32 - Build a multi-agent team that double-checks its own answers While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $2,500 agentic engineering course Bookmark and watch it today Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓
Claude Code can fix the bug It doesn't know the customer is still waiting A longer CLAUDE.md won't change that I broke down how to give Claude Code, Cursor and Codex one AI employee who knows the company ↓
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next google course that u should watch ↓ teapaw.org/ryouxbt/status/2116158…
Holy f*ck, Google just dropped a free 1-hour course on Loop engineering and multi-agent systems "From one prompt to 50+ agents that remember everything and check each other's work" Prompt → Agent → Memory → Loops → Multi-Agent Graphs 04:42 - Loop agents: a checker sends bad work back until it passes 08:06 - Give your agent memory that never forgets 28:29 - Long-running agents that work for weeks without losing context 1:08:32 - Build a multi-agent team that double-checks its own answers While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $2,500 agentic engineering course Bookmark and watch it today Then read how to plug one agent into Claude Code, Cursor and Codex in the article below ↓
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ryou retweeted
Holy f*ck, Google just dropped a free 2-hour course on Harness, Loop and Graph engineering From one prompt to 100+ agents that test, judge and fix their own work: 0% → 0:29 - Harness engineering from scratch 15% → 11:08 - Build your first agent the right way 30% → 28:03 - Evals: an agent that grades its own work 65% → 1:00:13 - Loop engineering: send bad work back until it passes 100% → 1:18:45 - A self-improving graph that gets better while you sleep Prompts → Agents → Harness → Loops → Self-Improving Graphs Most people still trust an agent just because its answer "looks right" Worth more than any $2,500 agentic engineering course Save it and watch it tonight Then read how to build the full harness in the guide below ↓
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Holy f*ck, Stanford just released a free 1-hour course on building AI agents from scratch Taught by a researcher who worked at Google DeepMind and Anthropic: "Anyone can build an AI agent in 60 minutes" Prompt → Agent → Automation → Revenue 19:04 - Make a cheap model beat GPT-4o 41:10 - Build your first AI agent 46:48 - Build without writing a single line of code 53:13 - Make $100K+ per month with agents While you scroll, someone else is learning Anthropic's $750,000 skill This free course is better than any $2,000 AI agent course Bookmark and watch it today Then read how to turn one agent into a whole system in the harness engineering guide below ↓
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Holy f*ck, Google just dropped a free 2-hour course on Harness, Loop and Graph engineering From one prompt to 100+ agents that test, judge and fix their own work: 0% → 0:29 - Harness engineering from scratch 15% → 11:08 - Build your first agent the right way 30% → 28:03 - Evals: an agent that grades its own work 65% → 1:00:13 - Loop engineering: send bad work back until it passes 100% → 1:18:45 - A self-improving graph that gets better while you sleep Prompts → Agents → Harness → Loops → Self-Improving Graphs Most people still trust an agent just because its answer "looks right" Worth more than any $2,500 agentic engineering course Save it and watch it tonight Then read how to build the full harness in the guide below ↓
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ryou retweeted
Holy f*ck, Stanford just released a free 1-hour course on building AI agents from scratch Taught by a researcher who worked at Google DeepMind and Anthropic: "Anyone can build an AI agent in 60 minutes" Prompt → Agent → Automation → Revenue 19:04 - Make a cheap model beat GPT-4o 41:10 - Build your first AI agent 46:48 - Build without writing a single line of code 53:13 - Make $100K+ per month with agents While you scroll, someone else is learning Anthropic's $750,000 skill This free course is better than any $2,000 AI agent course Bookmark and watch it today Then read how to turn one agent into a whole system in the harness engineering guide below ↓
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Holy f*ck, Google just released a free 1-hour course on agentic knowledge graphs "Your agents don't need a bigger model. They need a graph that remembers everything" Prompts → Agents → Knowledge Graphs → Self-Improving Agents 04:01 - Build your first GraphRAG agent from scratch 30:00 - Agentic search: agents that find the answer on their own 35:48 - Graph engineering in practice, live 47:06 - Self-improving agents that get smarter with every run While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $1,500 graph engineering bootcamp Bookmark and watch it today Then read the full harness engineering guide below ↓
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Holy f*ck, Stanford just released a free 1-hour course on building AI agents from scratch Taught by a researcher who worked at Google DeepMind and Anthropic: "Anyone can build an AI agent in 60 minutes" Prompt → Agent → Automation → Revenue 19:04 - Make a cheap model beat GPT-4o 41:10 - Build your first AI agent 46:48 - Build without writing a single line of code 53:13 - Make $100K+ per month with agents While you scroll, someone else is learning Anthropic's $750,000 skill This free course is better than any $2,000 AI agent course Bookmark and watch it today Then read how to turn one agent into a whole system in the harness engineering guide below ↓
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Google just dropped a free 2-hour workshop on multi-agent systems, Loops and Graphs From your first agent to a whole team that sees, hears and runs on its own: 0% → 00:09 - What you're building: an AI agent that sees, hears and talks back 30% → 36:55 - Build your first multi-agent system from scratch 45% → 56:11 - Give every agent its own MCP tools 75% → 1:09:28 - Sequential, parallel and loop agents, wired into one graph 100% → 2:05:07 - The whole system running live, reacting in real time Agents → Tools → Loops → Graphs → Autonomous Systems Most people are still tweaking the prompt of their very first agent Worth more than any $2,000 agentic engineering course Bookmark and watch it today Then read how to run a system like this in the harness engineering guide below ↓
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Holy f*ck, Stanford just released a free 1-hour course on building AI agents from scratch Taught by a researcher who worked at Google DeepMind and Anthropic: "Anyone can build an AI agent in 60 minutes" Prompt → Agent → Automation → Revenue 19:04 - Make a cheap model beat GPT-4o 41:10 - Build your first AI agent 46:48 - Build without writing a single line of code 53:13 - Make $100K+ per month with agents While you scroll, someone else is learning Anthropic's $750,000 skill This free course is better than any $2,000 AI agent course Bookmark and watch it today Then read how to turn one agent into a whole system in the harness engineering guide below ↓
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ryou retweeted
Google just dropped a free 2-hour workshop on multi-agent systems, Loops and Graphs From your first agent to a whole team that sees, hears and runs on its own: 0% → 00:09 - What you're building: an AI agent that sees, hears and talks back 30% → 36:55 - Build your first multi-agent system from scratch 45% → 56:11 - Give every agent its own MCP tools 75% → 1:09:28 - Sequential, parallel and loop agents, wired into one graph 100% → 2:05:07 - The whole system running live, reacting in real time Agents → Tools → Loops → Graphs → Autonomous Systems Most people are still tweaking the prompt of their very first agent Worth more than any $2,000 agentic engineering course Bookmark and watch it today Then read how to run a system like this in the harness engineering guide below ↓
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Google just dropped a free 2-hour workshop on multi-agent systems, Loops and Graphs From your first agent to a whole team that sees, hears and runs on its own: 0% → 00:09 - What you're building: an AI agent that sees, hears and talks back 30% → 36:55 - Build your first multi-agent system from scratch 45% → 56:11 - Give every agent its own MCP tools 75% → 1:09:28 - Sequential, parallel and loop agents, wired into one graph 100% → 2:05:07 - The whole system running live, reacting in real time Agents → Tools → Loops → Graphs → Autonomous Systems Most people are still tweaking the prompt of their very first agent Worth more than any $2,000 agentic engineering course Bookmark and watch it today Then read how to run a system like this in the harness engineering guide below ↓
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ryou retweeted
Holy f*ck, Google just released a free 1-hour course on agentic knowledge graphs "Your agents don't need a bigger model. They need a graph that remembers everything" Prompts → Agents → Knowledge Graphs → Self-Improving Agents 04:01 - Build your first GraphRAG agent from scratch 30:00 - Agentic search: agents that find the answer on their own 35:48 - Graph engineering in practice, live 47:06 - Self-improving agents that get smarter with every run While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $1,500 graph engineering bootcamp Bookmark and watch it today Then read the full harness engineering guide below ↓
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Google just dropped a free 2-hour masterclass on Loop and Graph Engineering From one prompt to 200+ agents that check and fix their own work: 0% → 00:15 - Learn graph engineering from scratch 30% → 30:13 - Build your first agent graph, step by step 45% → 42:41 - Spin up as many agents as you need, all in parallel 75% → 59:47 - Loop engineering: send bad work back until it passes 100% → 1:23:03 - Build a graph that fixes itself while you sleep Prompts → Agents → Loops → Graphs → Self-Improving Systems Most people still stuff every instruction into one agent and hope it listens Worth more than any $2,000 agentic engineering course Bookmark and watch it today Then read the full harness engineering guide below ↓
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Holy f*ck, Google just released a free 1-hour course on agentic knowledge graphs "Your agents don't need a bigger model. They need a graph that remembers everything" Prompts → Agents → Knowledge Graphs → Self-Improving Agents 04:01 - Build your first GraphRAG agent from scratch 30:00 - Agentic search: agents that find the answer on their own 35:48 - Graph engineering in practice, live 47:06 - Self-improving agents that get smarter with every run While you scroll, someone else is learning Google's $750,000 skill This free course is better than any $1,500 graph engineering bootcamp Bookmark and watch it today Then read the full harness engineering guide below ↓
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ryou retweeted
Google just dropped a free 2-hour masterclass on Loop and Graph Engineering From one prompt to 200+ agents that check and fix their own work: 0% → 00:15 - Learn graph engineering from scratch 30% → 30:13 - Build your first agent graph, step by step 45% → 42:41 - Spin up as many agents as you need, all in parallel 75% → 59:47 - Loop engineering: send bad work back until it passes 100% → 1:23:03 - Build a graph that fixes itself while you sleep Prompts → Agents → Loops → Graphs → Self-Improving Systems Most people still stuff every instruction into one agent and hope it listens Worth more than any $2,000 agentic engineering course Bookmark and watch it today Then read the full harness engineering guide below ↓
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