Knowledge

Organisational memory.

Persistent entity-relationship graph, five-tier memory hierarchy, and semantic search — maintaining institutional knowledge across the entire agent workforce.

Memory Hierarchy

CompanyGlobal knowledge accessible to all agentsPermanent

TeamDepartment-specific context and proceduresPermanent

PrimeExecutive decisions and strategic contextCurated

AgentIndividual agent learned patterns and preferencesWorking

SessionConversation-specific short-term contextTransient

Knowledge Graph

Entities (person, project, concept, tool, location, org) with typed relationships. 5-hop traversal. Cluster detection. God-node identification for key entities.

Semantic Search

pgvector embeddings with IVFFlat indexing. Dense Passage Retrieval (DPR) for precision recall. BM25 full-text as fallback for exact term matching.

Memory Consolidation

Dreamer process synthesises long-term patterns from session data during idle cycles. Identifies recurring themes and promotes them to permanent memory.

Research Engine

Query decomposition into parallel sub-queries. 3 modes: Speed, Balanced, Quality. Source deduplication, content extraction, LLM synthesis with citations.

Access Controls

Tiered access with clearance levels. PII vault for sensitive information. Classification levels control which agents can read what.

Context Injection

Relevant memories automatically surfaced during agent conversations. No manual retrieval needed — the system knows what context is relevant.

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