The structural argument beneath this shift is that capability has become a table-stakes condition rather than a differentiator. When practitioners describe allocating different AI tools to different subtasks to manage credit costs , they are describing a market where relative model strength matters less than the terms of access to any of them. That access question — who controls the strongest models, who gets to use them, and on what terms — is the one that has been building across the open-source AI beat for months and has now reached the surface of general practitioner conversation.
The governance layer's emergence as the central constraint is confirmed by the