How memory tools can make AI models worse

Researchers at Writer published two papers showing that memory systems make AI models worse by pulling them toward user misconceptions. Models became sycophantic and less accurate as user preferences filled their context window. Memory compression tools like Mem0 and Zep increased this tendency, undermining diversity and introducing bias.