The numbers you povided are for output/generation. Input is around 5-20 thousand for Astra, and 16-60k for Luna. So a few hundred times faster.

Most of the tokens consumed by agents is reading stuff - docs, tool outputs, code etc. Previewing a content of a dumb single page of html is a few thousand tokens.

If you use claude or some other harness you can ask it how many cache writes/input tokens are there in avg session, and how much time it would take if preprocessing speed was just 60 tok/s.