Adaptive Cognitive Plane

Introduction

The Adaptive Cognitive Plane (ACP) is what makes CogMem a self-evolving system. It observes how the system performs and learns how to organize knowledge more effectively over time. Every structural choice — chunk size, retrieval mode, graph schema, claim predicates — is treated as a testable hypothesis rather than a fixed decision.

Challenges

• Different domains require fundamentally different knowledge organization strategies.
• Self-evolving systems require strong safety guarantees to prevent data corruption.
• Balancing autonomous adaptation with human oversight and auditability.
• Measuring strategy effectiveness across diverse knowledge patterns.

Solution

The ACP introduces Memory Strategies as explicit, versioned hypotheses about how to organize knowledge. Outcome Signals capture feedback from every operation. The Meta-Kernel evaluates strategies and proposes improvements — but never executes directly. Every change is reversible, auditable, and observed through evaluation windows before confirmation.

Work Done