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DIY Memory Stack Comparison

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Common DIY ComponentPapr Equivalent
Event log + keyword searchPOST /v1/messages + hybrid retrieval
Vector databaseBuilt-in semantic retrieval
Graph databasePredictive Memory Graph + GraphQL
Fusion layer (RRF)Built-in ranking with enable_agentic_graph=true
Consolidation jobsprocess_messages=true background analysis
Manual tenant filteringorganization_id + namespace_id scoping

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