Part 12/13:
In conclusion, Shapiro’s comprehensive vision involves progressively integrating blockchain for immutable record-keeping, semantic search for efficient retrieval, and knowledge graphs for conceptual organization—all built atop a foundational microservices architecture.
He emphasizes that his current system is still in the MVP (minimum viable product) phase—focused on demonstrating log structuring, data validation, and embedding integration. Future improvements will likelihood include optimizing storage, adding summarization, and implementing secure multi-node deployments to safeguard privacy and ensure data integrity.