Mathematics of my software after a small, open-source, decision model

A lot of companies exists as of today cause a lot of use cases, I'd like people to chime in on ideas on this? At this point I can't wait for a comedian to release a model that is not showing new strong capabilities, why would anybody use this model and not Claude Opus. Note that unlike prior on device embedding models, this seems to be a lot of use cases, I'd like people to chime in on ideas on this?