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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 ↓
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 ↓
next google course ↓ xitter.cf/ryouxbt/status/2115111…
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 ↓
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 ↓
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 ↓
next google video ↓ xitter.cf/ryouxbt/status/2114711…
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 ↓
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 ↓
This is f*cking insane. Google's Chief Scientist Jeff Dean just dropped a free 1-hour lecture on AI engineering
From one prompt to one human running 100 agents:
0% → 02:07 - Learn how neural nets actually think from scratch
30% → 21:01 - The one idea behind every model you use today
45% → 32:27 - Why making the model show its work beats any prompt trick
75% → 58:58 - How Google runs 1,000+ engineers on one model like one team
100% → 1:03:13 - One human coordinating a team of 100 AI agents
Prompts → Agents → Harness → Loops → Graphs
27 years at Google, compressed into one hour
Most people will stop at the prompt chapter and call it progress
Worth more than any $1,500 AI engineering course
Bookmark and watch it before everyone catches up
Then read how to build the harness that runs those agents in the article below ↓
u can watch it ↓ xitter.cf/ryouxbt/status/2114394…
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 ↓
ryou retweeted
This is f*cking insane. Google Brain founder Andrew Ng:
"A weaker model in a loop beats a smarter model with one prompt
99% of people still stop at the prompt. The 1% build graphs that do the work without them"
In just 2 hours, he goes from your first agent to a full graph system that rewrites itself
Prompts → Agents → Loops → Graphs → Self-Improving Systems
A loop sends the agent back to check and fix its own work until it actually passes
A graph connects 20+ agents so each one hands its result to the next without you
Anyone can write a prompt, almost nobody builds the graph that runs while they sleep
Worth more than any $2,000 AI engineering bootcamp
Watch it today, then read how to build the harness that runs those graphs in the guide below ↓
This is f*cking insane. Google Brain founder Andrew Ng:
"A weaker model in a loop beats a smarter model with one prompt
99% of people still stop at the prompt. The 1% build graphs that do the work without them"
In just 2 hours, he goes from your first agent to a full graph system that rewrites itself
Prompts → Agents → Loops → Graphs → Self-Improving Systems
A loop sends the agent back to check and fix its own work until it actually passes
A graph connects 20+ agents so each one hands its result to the next without you
Anyone can write a prompt, almost nobody builds the graph that runs while they sleep
Worth more than any $2,000 AI engineering bootcamp
Watch it today, then read how to build the harness that runs those graphs in the guide below ↓
ryou retweeted
This is f*cking insane. Google's Chief Scientist Jeff Dean just dropped a free 1-hour lecture on AI engineering
From one prompt to one human running 100 agents:
0% → 02:07 - Learn how neural nets actually think from scratch
30% → 21:01 - The one idea behind every model you use today
45% → 32:27 - Why making the model show its work beats any prompt trick
75% → 58:58 - How Google runs 1,000+ engineers on one model like one team
100% → 1:03:13 - One human coordinating a team of 100 AI agents
Prompts → Agents → Harness → Loops → Graphs
27 years at Google, compressed into one hour
Most people will stop at the prompt chapter and call it progress
Worth more than any $1,500 AI engineering course
Bookmark and watch it before everyone catches up
Then read how to build the harness that runs those agents in the article below ↓
ryou retweeted
This is f*cking insane. Google CEO Sundar Pichai:
"More than half of the new code at Google is already written by AI agents
If you don't learn to run them this year, you'll spend the next five catching up"
The whole 30-minute interview is about one shift: engineers stop writing code and start building harnesses that run agents
One agent researches, one writes, one tests, one reviews and one fixes what broke
The harness passes the work between them and checks every handoff
You stop doing the work and start signing off on it
This interview is worth more than most $1,000 harness engineering courses
Bookmark it and watch tonight
Then read the full harness engineering guide below ↓
This is f*cking insane. Google CEO Sundar Pichai:
"More than half of the new code at Google is already written by AI agents
If you don't learn to run them this year, you'll spend the next five catching up"
The whole 30-minute interview is about one shift: engineers stop writing code and start building harnesses that run agents
One agent researches, one writes, one tests, one reviews and one fixes what broke
The harness passes the work between them and checks every handoff
You stop doing the work and start signing off on it
This interview is worth more than most $1,000 harness engineering courses
Bookmark it and watch tonight
Then read the full harness engineering guide below ↓
ryou retweeted
This is f*king unreal. Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he packed what he learned into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Some bootcamps charge $15K and teach less than this
You might not have 2 hours today
Bookmark it before it disappears from your feed
Watch it, then read the guide below to build your first agent harness
This is f*king unreal. Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he packed what he learned into one free 2-hour lecture
Agents → Harness → Loops → Graphs
Some bootcamps charge $15K and teach less than this
You might not have 2 hours today
Bookmark it before it disappears from your feed
Watch it, then read the guide below to build your first agent harness
ryou retweeted
This is f*king insane. Anthropic engineer:
"At Anthropic, we do more than write prompts
We build harnesses"
In 42 minutes, she shows how the Claude team uses a harness to manage context, loops, and agent workflows
Prompts → Agents → Harness → Loops → Self-Improving Systems
If this were a $500 course, people would call it one of the best agent courses of the year
It's free
Watch it, then follow the step-by-step guide below to build your first harness
This is f*king insane. Anthropic engineer:
"At Anthropic, we do more than write prompts
We build harnesses"
In 42 minutes, she shows how the Claude team uses a harness to manage context, loops, and agent workflows
Prompts → Agents → Harness → Loops → Self-Improving Systems
If this were a $500 course, people would call it one of the best agent courses of the year
It's free
Watch it, then follow the step-by-step guide below to build your first harness
ryou retweeted
Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he distilled everything he knows into one free 2-hour lecture
Agents → Harness → Loops → Graphs
People spend $15K on bootcamps that teach less
You might not have 2 hours to spare right now
Don't let it disappear from your feed
Watch it, then read the guide below and build your first agent harness
Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he distilled everything he knows into one free 2-hour lecture
Agents → Harness → Loops → Graphs
People spend $15K on bootcamps that teach less
You might not have 2 hours to spare right now
Don't let it disappear from your feed
Watch it, then read the guide below and build your first agent harness