Audience
Model behavior researchers, post-training teams, lab scouts
Chris Royse field notes
The Shakespeare LoRA Spoke Golden Age Spanish
A Spanish prompt produced a period-style Spanish register, suggesting the style signal was not only English vocabulary substitution.
Media / PAPER / 11:49
Core idea
Some style signals may live in structure, rhythm, rhetoric, and conceptual field rather than surface language alone.
Emergent Observation
Watch on YouTube· 11:49
The Shakespeare LoRA Spoke Golden Age Spanish
This is exactly the kind of observation frontier teams notice: a small artifact that opens a larger research question.
Watch videoOpen the full video on YouTubeWhat to take from it
The videos are raw build context. These notes translate them into the shortest useful frame for creators, companies, and AI lab readers.
Treat it as an observation, not a broad claim.
Compare against the base model before attributing behavior.
The next useful test is a cross-language transfer matrix.
Continue this thread.
Related notes stay inside the same problem area first, then move to the next useful context.
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Make it concrete.
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