Suddenly upset that for every piece of content I come across I can't immediately check in with my AI book club to see what they think about it. - Andrej Karpathy

Input optional product

Don't ask your users for input. Coming up with input is hard, and a barrier to use. Think of users as wanting to play. We have AI - predict the input! Design products into autonomous environments. Allow users to play by steering a bit.

For friends of open source: imo the highest leverage thing you can do is help construct a high diversity of RL environments that help elicit LLM cognitive strategies. To build a gym of sorts. This is a highly parallelizable task, which favors a large community of collaborators.

May your regularizer be strong, lest you RLHF to slop.