[majormajor]

I'm not sure most codebases are unique enough for that. There will certainly be some of that at places that are doing new things, but for the average online service backend or frontend app programming tasks, I think things like Copilot will see enough and get trained well enough out of the box to be pretty one-size-fits-all.

There will be a lot of business pressure towards using the "good enough" out of the box ones too. If you've got a team of less than a hundred people, rolling your own "datasets, LORA plugins, APIs for AI, vector databases, monitoring, etc" is a multi-person team and significant chunk of new expense. So is the incremental gain their for small to medium teams with relatively "standard" problems?

Kinda like self-hosting at that scale vs using a cloud vendor.