Expert Knowledge Systems for Your AI

Knowledge Kernel

The deterministic cognitive core that governs how information becomes structured, inspectable knowledge.

• Admission Control: Decides what information is worth remembering
• Transformation: Promotes raw data into structured claims with evidence
• Conflict Tracking: Identifies and retains competing claims without overwriting

Adaptive Cognitive Plane

A self-evolving control layer that learns how to organize your knowledge more effectively over time.

• Memory Strategies: Explicit, versioned hypotheses about how to organize knowledge
• Outcome Signals: Feedback loops that capture system performance
• Self-Restructuring: Safe, auditable changes to data structures

Knowledge Workflows

Repeatable, strategy-aware operations that transform stored knowledge into useful artifacts.

Evidence-First Memory

Claims, not text, are the core unit of memory — every assertion carries evidence, confidence, and provenance.

Solo & Enterprise Modes

Run locally with SurrealDB for privacy and simplicity, or scale with Postgres, OpenSearch, Neo4j, and Qdrant.