Nevermind, I was able to solve this by updating my $args in register_post_type. I set 'with_front' to false in my rewrite parameter for my affected custom post type and just updated my blog post permalink structure to /page-name/blog/%postname%/
'rewrite' => array('slug' => 'knowledge-base', 'with_front' => false)