V3 Memory Unification

To consolidate multiple memory backends, you can use a UnifiedMemoryService coordinating an AgentDBAdapter, an HNSWIndexer, and a DataMigrator. This centralizes memory storage and retrieval, reducing fragmentation and enabling cross-agent memory sharing.

Yes, you can migrate memory data from SQLite and Markdown files. The DataMigrator component supports SQLite and Markdown data migrations, transferring existing memories into the unified AgentDB-backed backend with backward-compatible interfaces.

The best way to enable high-speed semantic search over memory entries is using HNSW indexing. The HNSWIndexer component provides HNSW powered search, allowing fast vector search across the consolidated memory entries in the AgentDB backend.

Migrating memory systems with this approach maintains backward compatibility. The unified memory backend centralizes memory storage and retrieval across legacy systems using backward-compatible interfaces, ensuring existing integrations continue to function.

You can unify six or more memory backends during a memory consolidation migration. The UnifiedMemoryService coordinates the migration and search across these backends, applying a unified query interface to the consolidated AgentDB backend.