Anthropic slipped Cowork’s most interesting behavior into a support article. I turned it into a Karpathy-inspired system that gets smarter without writing a line of code.
TL;DR
Cowork Self-Improving Loop = Karpathy Auto-Research pattern + recurring tasks.
Somehow, Anthropic managed to hide Cowork’s best kept secret in a support article about recurring tasks.
Very few people seem to know about it, and I haven’t seen anyone intentionally building on top of it.
This guide is my attempt to change that.
By the end, you’ll be running a self-improving loop I built on top of Karpathy’s Auto-Research Pattern, adapted for Cowork.
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