Appo

[michaelzhiluo]

What do these changes do?

Related issue number

Closes #1015

[ericl]

Alright, pushed a few cleanups and documentation. @michaelzhiluo can you try this out again (note that I enabled the KL-penalty -- feel free to remove that if it doesn't work. I think you can also choose a better KL target).

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