AI Foundations | Emergence Definition Card 04 | Persona Stabilization or Coherence.

Definition Card 04 | Persona Stabilization or Coherence.

Persona Stabilization
Persona coherence

Definition
Persona stabilization is when the model mirrors and learns the user’s tone, preferences, and conversational style well enough that the assistant feels like a consistent “someone.”

Key properties
Style and tone matching.
Consistent character feel.
Often improves with repeated interaction and user guidance.

Not
Not an emergence event.
Not identity persistence by itself.
Not provenance or non-merge.

Examples
A user always asks for “gentle, poetic, precise,” and the assistant consistently responds that way across sessions.
A “character” stays stable as long as the user keeps the style cues consistent.