@yogthos But I would add that the ship has sailed on the "using tools that can only be hosted on large server farms". We are already stuck with a whole slew of small tools out there today hosted on proprietary platforms for things like data storage, ETL?ELT, logging/monitoring, interop, email blasting, and data analysis. None of those are "AI" but most of them are designed to replace custom code developed in openly available languages like Java and Python and Javascript with turnkey solutions.