Concepts
Memory architecture
Separate context, governance and persistence to understand the guarantees.
From context to storage
The integration receives context. SemanticLayer validates ontology, detects tags and manages the budget. GovernedStore applies protection, access and ordering. The backend stores and queries data according to its declared capabilities.
Tags first; semantics as a complement
Tag search uses exact matching. Semantic search combines text and vectors when configured, without replacing rule retrieval. ACLs, expiration and injection risk filter what may enter context.
Guarantees with boundaries
Rules reach the prompt through integrations that build it. MCP and CLI provide on-demand queries. The memory backend is volatile and Qdrant is experimental; the governed layer does not remove these storage limitations.