Part 8/13:
He underscores the necessity of optimizing embedding generation, storage, and summarization to control costs and infrastructure demands, as raw data consumption quickly becomes unmanageable. These observations underpin the importance of data summarization, or more sophisticated ways to retain essential information without storing every raw vector.
Envisioning a Multi-layered Storage Architecture: Blockchain, Search, and Knowledge Graphs
Looking toward future architecture, Shapiro proposes integrating three advanced technologies:
- Blockchain for Privacy & Immutability: