Storage Is Not Memory: A Retrieval-Centered Architecture for Agent Recall
📰 ArXiv cs.AI
Learn how True Memory, a retrieval-centered architecture, improves agent recall by preserving events verbatim and using a multi-stage retrieval pipeline
Action Steps
- Design a six-layer architecture for agent recall
- Implement a multi-stage retrieval pipeline operating over preserved events
- Use a SQLite file to store events verbatim on commodity CPU
- Configure the system to run without external databases or vector indexes
- Test the True Memory architecture for improved recall performance
- Compare the results with traditional storage-based architectures
Who Needs to Know This
AI engineers and researchers working on agent memory and recall systems can benefit from this architecture, as it provides a new approach to handling agent memory
Key Insight
💡 Preserving events verbatim and using a multi-stage retrieval pipeline can improve agent recall performance
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🚀 Introducing True Memory: a retrieval-centered architecture for agent recall #AI #Memory
Key Takeaways
Learn how True Memory, a retrieval-centered architecture, improves agent recall by preserving events verbatim and using a multi-stage retrieval pipeline
Full Article
Title: Storage Is Not Memory: A Retrieval-Centered Architecture for Agent Recall
Abstract:
arXiv:2605.04897v1 Announce Type: cross Abstract: Extraction at ingestion is the wrong primitive for agent memory: content discarded before the query is known cannot be recovered at retrieval time. We propose True Memory, a six-layer architecture that shifts the center of the system from a storage schema to a multi-stage retrieval pipeline operating over events preserved verbatim. The full system runs as a single SQLite file on commodity CPU with no external database, vector index, graph store,
Abstract:
arXiv:2605.04897v1 Announce Type: cross Abstract: Extraction at ingestion is the wrong primitive for agent memory: content discarded before the query is known cannot be recovered at retrieval time. We propose True Memory, a six-layer architecture that shifts the center of the system from a storage schema to a multi-stage retrieval pipeline operating over events preserved verbatim. The full system runs as a single SQLite file on commodity CPU with no external database, vector index, graph store,
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