I'm not aware of any DL based game AIs.

I'm not sure you can really design a well put together experience around a DL agent, but if you can, it might as well just be handcrafted with some of these abstractions anyway.

Because in the end, you essentially need high understanding/constraints of how it will behave otherwise you've lost control over the experience as the designer.