Perhaps taking this a bit off topic, but if I understand the sim hash doc encoder, it doesn’t encode language semantics (such as overlap between the words “apple” and “computer”). Just pointing that out, because as such it isn’t (IMO) a great alternative to Cortical IOs word encodings which unfortunately are part of their lower-level APIs that are no longer publicly available. This project looks like a promising alternative for word encodings that include semantics.