rewrite ^/(wp-.*.php)$ /wp/$1 last;
rewrite ^/(wp-(content|admin|includes).*) /wp/$1 last;
For those that reference this later - these seem to have worked for me. Note, you no longer have to set site_url to /wp/ when you use these rewrites.
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