memory-coordination

Memory-coordination enforces standardized Shannon namespaces and controlled entity relations to preserve cross-wave context. It ensures consistent naming, batch relation creation, and observation-based updates so your knowledge graph remains queryable and coherent across sessions without fragmentation.

Namespace standards (shannon/*) eliminate disorder by creating predictable entity locations and preventing naming conflicts. This enables efficient, precise searches across wave history, specifications, goals, and checkpoints while maintaining mandatory verification before graph updates.

Memory-coordination handles robust relation creation with controlled parent-child and containment patterns. It automates batch creation, enforces verification before updates, sanitizes names, formats timestamps, and applies observation-based additions to keep relations consistent and queryable.

Yes. Memory-coordination integrates with Serena MCP to coordinate Shannon knowledge graphs for storing and querying wave data, session history, specifications, goals, and checkpoints. It preserves cross-wave continuity through standardized namespaces and relation enforcement.

Without sanitization and proper timestamp formatting, your graph becomes fragmented and unsearchable. Memory-coordination enforces name sanitization and consistent timestamp formatting to prevent query failures and ensure observations update correctly across waves.