[Concept] The Generational Context Architecture (GCA)

I mean, I am speaking from implementation, not theory too. I’m not sure if you read my post clearly (probably more my fault than yours) But I agree with you. What I have done is repurposed Gemma4’s MTP heads as small finetuned models and used an adapter so that everything is passed between heads and other models inside the latent space. As I said You only need to inject once and then you can bounce around inside there and only come out to write the memories or to call tools which get injected back in. Which is what I mean by you can fold most things back into the model. But it is key that the memory needs to get written out and injected in. I’m just saying that you can actually route context and control state largely inside such a system. But you do need to leave the system to write the memories and they do have tro be injected back in. I’ll admit it is somewhat cheating perhaps to call it all inside “the” model, when it is being passed back and forward between the main model, 5 grafted on specilaized mini heads and other models. But my point stands, perhaps you would be surprised at what can actually be folded back inside. But I do 100% agree with you that you do need to work outside the model. Also I do use a custom transformer that replaces 90% of the FP code with byte exact code, so I am able to completely inject/rewind the context of the models. replacing it completely rather than simply attempting steering, nudging or promptingthe model to behave.