[Concept] UCTF — Universal Compressed Training Format: A Mediator Layer for Multilingual AI Training

Interesting concept. my main concern is that LLMs learn more than semantics—they also learn grammar, style, and cultural nuances from raw text. A small prototype comparing UCTF-style training against standard multilingual training would be a great way to test the idea. Even if full compression isn’t practical, it’s an interesting research direction.