Historical papers from Shane and Hassabis (2009 and 2016) anticipated key developments: Shane's thesis identified compression of Wikipedia as a test for AI (which became the loss function for LLMs), and Hassabis's 2016 neuroscience-AI paper identified attention as a critical capability (which was later crystallized in transformers).