Definition
A sub-system within RAG or agentic architectures that dynamically adjusts retrieval filters and prompt context based on persistent user profiles, historical interactions, and metadata. It optimizes the 'Relevance' part of the RAG triad by narrowing the search space to documents or behaviors aligned with a specific user's identity or permissions.
Focuses on user-specific context injection and memory retrieval rather than generic e-commerce product recommendations.
"A Private Concierge who carries a dossier of your past preferences to every library search."
- Long-term Memory(Prerequisite)
- Metadata Filtering(Component)
- Context Window(Constraint)
- Few-shot Prompting(Implementation Strategy)
Conceptual Overview
A sub-system within RAG or agentic architectures that dynamically adjusts retrieval filters and prompt context based on persistent user profiles, historical interactions, and metadata. It optimizes the 'Relevance' part of the RAG triad by narrowing the search space to documents or behaviors aligned with a specific user's identity or permissions.
Disambiguation
Focuses on user-specific context injection and memory retrieval rather than generic e-commerce product recommendations.
Visual Analog
A Private Concierge who carries a dossier of your past preferences to every library search.