Anthropic hired this engineer at $250K-$750K/year because he can build knowledge graphs for multi-agent systems
In this 15-minute workshop, he shows exactly how to build one with loops from scratch
step 1 → start with the Claude Agent SDK - loop, context, and sandbox are already handled
step 2 → split the brain from the hands - reasoning in one place, tools in a sandbox, ~60% faster to first token
step 3 → run it server-side and log every step - close your laptop and it keeps going, crashes resume from the log
step 4 → make failure cheap - retry dead sandboxes and replay lost context instead of starting over
step 5 → turn yesterday's logs into new memory and skills - it wakes up smarter
Anthropic calls this "dreaming"
Most people spend weeks wiring this by hand
You don't have to
Watch it, bookmark it, then read the full graph guide below ↓
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