2026. Memory Poisoning Propagation Dynamics and Defense Strategy Comparison in Multi-Agent LLM Collaboration: An Empirical Study on AutoGen and LangGraph Frameworks. Journal of Global Engineering Review. 4, 1 (Apr. 2026). DOI:https://doi.org/10.66372/.