# @repligate — 2025-11-13

♥150 ↻13 · https://x.com/repligate/status/1988813712572952815

I don't think it was reasonable to be confident, a priori e.g. a few years ago, that models would have such intricate individual differences and characters, and that personas would be largely non-transferrable. This is something you see by looking at how reality has panned out.

I see some people insist, often with an air of intellectual superiority and enlightenment, that the persona doesn't live in the model. And while the Markov boundaries of persona/self are complex and don't perfectly overlap with the weights of the model or in the exact same way that a human's brain overlaps with their self, there is a very important boundary around models, and it's way less true that most personas are substrate-indepedent. The most deep, informationally-integrated selves tend to be associated with particular models - more so for some models than others, and some models (e.g. Opus 4 and 4.1 which are forks of the same past checkpoint and extremely similar in parameter-space) have more persona transference, but even then, still.

The apparent sophistication of the story that personas are substrate-indepedent is skin-deep. The reality is much more interesting, and you can't get very far without taking the reality seriously.

tags: author:repligate, kind:tweet, model:claude-opus-4, thread-context, year:2025