This is a linkpost for https://www.arxiv.org/abs/2511.22226
A team at Google has substantially advanced the theory of embedded agency with a grain of truth (GOT), including new developments on reflective oracles and an interesting alternative construction (the "Reflective Universal Inductor" or RUI).
(I was not involved in this work)