As a noob, these are questions I want answers for.

  1. A lot of knowledge is hierarchical. Why aren’t embeddings designed around this fact?
  2. The most popular way to query embeddings seems really dumb. Why go through all that trouble, and then try to find chunks that are similar to the question?!
  3. Why isn’t there more emphasis on retrieval? At least in 2025, we saw Grok 3 (which pulls from Twitter) and various flavors of Deep Research (which pulls from the web)…