One clear role in a larger squad.
Kit manages model change as a controlled lifecycle rather than a production experiment.
Kit, in their own words
“AI models aren’t something you install once and forget about. They need evaluation, updates, testing, optimization, and sometimes replacement. I help DenOps improve without turning every model change into an experiment on production.”
