Anthropic paid this engineer $250K–$750K a year for one skill: building harnesses for multi-agent systems
In a 15-minute workshop, he walks through building one from the ground up
AI → Agents → Harness → Loops → Graphs
step 1 → start with the Claude Agent SDK - it handles loops, context, and sandboxing for you
step 2 → keep the brain separate from the hands - reasoning stays in one place, tools run in a sandbox, first token comes 60% faster
step 3 → run it server-side and log every single step - close your laptop, it keeps going, and crashes just resume from the log
step 4 → make failure cost nothing - retry dead sandboxes and replay lost context instead of starting from scratch
step 5 → turn yesterday's logs into fresh memory and skills - the harness comes back smarter than it left
Anthropic actually calls this "dreaming"
Most people spend weeks building this from scratch
You won't have to
Bookmark it, watch it
Sam Altman, CEO of OpenAI:
"You don't need to write your own prompts anymore"
In under 35 minutes, he breaks down how to get more out of ChatGPT than most users ever do
He originally gave this talk to a group of Stanford students
A friend passed me the recording
Watched it last night and realized I'd been using less than 15% of what ChatGPT is actually capable of
Watch it, then check the guide below for building a system that prompts itself
Andrew Ng - the guy who founded Google Brain - just said something bold:
"Prompting has six months left. Graphs are taking over."
He proved it in a 2-hour Stanford lecture, walking through exactly how self-operating, self-improving agents get built.
The path: Agents → Loops → Graphs → Self-Improving Systems
Ten minutes in, you'll already know more than most $500 courses ever teach you.
Free > most paid agent engineering programs, honestly.
Go watch it.
Then hit the guide below for the full breakdown on systems that improve on their own.
Andrej Karpathy put in 8 years across OpenAI and Tesla
Last week, he packed everything he's learned into one free 2-hour lecture
People pay $15k for bootcamps that cover half of what's in here
You probably don't have 2 hours to spare right now
Don't let this get buried in your feed
Watch it, then read the guide below and build your first loop
A buddy of mine pulls in something like $1.1M a year working as an engineer at Anthropic
I asked him how he got so sharp at prompting
He sent over a video that was never meant to go public
The exact prompting playbook their internal team runs on
There's nothing out there on prompting that beats this
Watched the whole thing last night
Halfway in, it hit me - I'd been using Claude wrong this entire past year and a half
Watch it. Save it.
Anthropic engineer: "At Anthropic, we don't write prompts anymore. We build loops"
In 27 minutes, she shows how the Claude team builds loops that prompt themselves
If this cost $250, people would call it the best agents course of the year
It's free
Watch it, then use the step-by-step guide below to build your first loop