Integrating Short-Term and Long-Term Memory Consolidation for Adaptive Agent Behavior Yellowsys AI Research Division, research@yellowsys.ai, December 10, 2025, Link This paper presents a novel architecture for semi-supervised learning in agentic AI systems, leveraging knowledge graphs as the foundational structure for dual-layer…