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