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
This is the best 2 hours on graph engineering ever recorded, Andrew Ng breaking down how to build agentic knowledge graphs from scratch:
9:14 - your first working agent
33:11 - how loops actually work
1:02:46 - turning loops into working graphs
1:30:15 - agents that improve their own code
1:49:05 - a system that runs the whole thing for you
I've seen $500 courses that teach less than this video alone.
Watch it, then take it further with my step-by-step guide on graph engineering below.
Andrej Karpathy:
"Prompting is going away.
Delete everything, keep Graph."
In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end.
The missing piece most people don't get: LLMs, prompts, agents, they're all steps. Graph is where you end up.
Watch it, then read the full guide on Graphs below.
Anthropic's Andrej Karpathy just released 1-hour Stanford lecture on full AI engineering from scratch:
"You can actually delete everything… Delete everything, keep Graph"
here's his lessons:
10% → LLM: I treat GPT as a general-purpose computer that can be reprogrammed at runtime
30% → Prompt: I give that computer a program written in natural language
50% → Agent: I surround the model with a goal, context, memory, and tools that turn prediction into action
70% → Loop: I separate the inner loop, where the model learns from context, from the outer loop, where training updates its weights
100% → Graph: I organize communication as data-dependent message passing over directed graphs
This 1-hour at Stanford will teach you more about AI than 100 YouTube video guides
“Just chop up everything and throw it into the mix”
watch - bookmark, then read the article 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.
Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he put everything he knows into one free 2-hour lecture
People pay $15k for bootcamps that teach half of this
You probably don't have 2 hours right now
Don't let this get lost in your feed
Watch it, then read the guide below and build your first loop
Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
In 45 minutes she shows exactly how Anthropic builds agents that remember, fix their own mistakes and get smarter with every run.
This beats any paid course on agents I've seen.
Watch it, then read the guide on building loops below.
INSTEAD OF WATCHING NETFLIX TONIGHT.
Spend 2 hour with this. Claude AI FULL COURSE that teaches you how to BUILD and AUTOMATE anything. The people who watch this tonight will wake up tomorrow with a new skill. Watch it and bookmark it now.
🚨 Anthropic just showed a 27-minute workshop on how to actually do prompts for Claude.
Taught by the people who built it.
Free. No registration. No paywall.
I've seen $300 courses that don't cover what they teach in the first 8 minutes.
Watch the session
Google Brain founder, Andrew Ng:
"Prompting will die in 6 months.
Loops and Graphs are what's replacing it."
In 2 hours, he shows exactly what the best engineers already build instead, and how to start building it yourself.
The missing piece most people skip: how to connect those loops into a graph that compounds every time it runs.
Watch it, then read the full guide on loops and graphs below.
INSTEAD OF WATCHING AN HOUR OF NETFLIX TONIGHT.
This 1-hour Stanford lecture by Joel Peterson will teach you more about negotiation and getting what you want than most people learn in years.
Bookmark it and give it an hour, no matter what.
In 2011, Jensen Huang gave a 1-hour Stanford speech on entrepreneurship and innovation that is more valuable than two years of MBA.
Bookmark & watch today, no matter what.
Ex-Google engineer just released a free 3-hour course on building and monetizing AI agents.
How to go from one agent to a full system that finds leads and makes money:
00:00 - Design an AI agent system
07:38 - Add human handoffs
19:27 - Understand RAG and vector databases
52:38 - Deploy agents to Google Cloud
1:25:57 - Turn agents into a paid WhatsApp business
1:33:00 - Convert conversations into leads
2:24:01 - Learn loops vs graphs
2:33:08 - Build a multi-tool agent graph
Most people are still building AI demos.
This course shows the full stack:
Agents → RAG → Deployment → Leads → Revenue
Building agents is the old workflow.
Monetizing agent systems is the new one.
This 3-hour watch covers more than most $500 paid courses.
Save it before everyone starts selling the same thing.