this is pure f*cking gold
andrej karpathy landed at anthropic five weeks ago.
then two senior folks there took karpathy’s loop and cranked it up 1000x with “graph engineering”
agentic systems didn’t inch forward, they teleported the second you wired the agents into a graph
i plugged it into my setup and the first reply hit different.
not a little different. night-and-day different.
claude quit the canned, generic stuff and started reasoning the way my brain does.
save this before it disappears into the scroll.
read it now, then hit the article below.