LLMs don’t “have a personality.” They navigate a low-dimensional persona space. Roughly 4–19 axes explain ~70% of role variance. Construction: which region you want (who + how) Stabilization: keeping it there when the next user turn pulls elsewhere Most persona prompts only do…↗

Prompt engineering is system design. preetsuthar.me/writing/prompt…↗