Definition
The systematic extraction and persistence of user-specific behavioral patterns, constraints, and preferences to act as a dynamic context layer for LLM reasoning and RAG retrieval. While it significantly increases relevance, it introduces architectural trade-offs between retrieval latency and the richness of the injected persona context.
Refers to LLM-driven state management and memory persistence, not traditional marketing demographic segments or cookies.
"A personalized dossier that an AI Agent reads before every briefing to align its style, constraints, and knowledge with the user's specific needs."
- Long-term Memory(Prerequisite)
- Recursive Summarization(Component)
- Metadata Filtering(Component)
- Context Injection(Component)
Conceptual Overview
The systematic extraction and persistence of user-specific behavioral patterns, constraints, and preferences to act as a dynamic context layer for LLM reasoning and RAG retrieval. While it significantly increases relevance, it introduces architectural trade-offs between retrieval latency and the richness of the injected persona context.
Disambiguation
Refers to LLM-driven state management and memory persistence, not traditional marketing demographic segments or cookies.
Visual Analog
A personalized dossier that an AI Agent reads before every briefing to align its style, constraints, and knowledge with the user's specific needs.