Once a single AI model can hold the full context of an enterprise and allocate its own compute, the layers of standardized paperwork, permissions, and structured workflows that businesses built to manage risk and cost will become unnecessary.

57:45having different models addressed blah blah blah all of it kind of melts away because the model itself will allocate its own compute. The model will be able to allocate the appropriate amount of compute for the task that it needs to do. Uh and when we talk about all these different size different models what we're saying is compute. What we're saying is how much compute should I use

58:05to solve this task? Is that compute going to be deployed using a small model which thinks for longer? How much thinking time should I give it? And this is where we have all of this low, high, you know, sonnet, haiku, all of these names, they all boil down to how much compute do I need to use to solve this task. And this problem of like not being

58:26able to allocate, not for the larger model, not being able to allocate compute appropriately is what all of this fragmentation is. The moment the larger model solves that problem, the mo the moment you solve this problem of being able to judge how much compute to allocate to a certain task, all of this stuff melts away. Then you then you're just like, okay, who does the task best?

58:47If you have a context window which is large enough for the entire enterprise, you don't have individual instances anymore. You don't have like transfer of context and summarization and all the model handles all of that. It plugs in right into your CRM and databases. So we are on this kind of path towards there. We will eventually get there where you have one model that can alloc decide how

59:08much compute to allocate and also like have the context of the entire enterprise and be able to talk to individuals within your company and kind of advise them and be be able to drive like strategy from the CEO level down and like have everyone be on the same page at the same time. And that's going to happen. We're on that journey towards there. This is why I thought cla tag, this is

59:30why I've been like, you know, I've been really like cla tag is excellent because cloud tag is the beginnings of that, right? Like I I've had this vision for for a while. Claude tag is the like they've solved multiplayer. They can they've solved like a able to handle independent threads, able to manage cont like large amounts of context. Now it's a question of just getting it better and