Advanced Topics¶
Optimize memory search, tune ranking algorithms, and configure advanced vector store features.
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🔍 Query Optimization
Improve search accuracy with query expansion and rewriting
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⏱️ Recency Boost
Time-aware memory ranking for more relevant results
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🗄️ Advanced Vector Store Config
Fine-tune vector indexing, distance metrics, and performance
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🎯 Contextual Grounding
Resolve pronouns and references in extracted memories
When to Use These Features¶
| Feature | Use When |
|---|---|
| Query Optimization | Search results aren't matching user intent well |
| Recency Boost | Recent memories should rank higher than older ones |
| Advanced Vector Config | You need to tune performance or use custom distance metrics |
| Contextual Grounding | Extracted memories contain unresolved pronouns like "he" or "it" |