PaperAgent

Jul 6, 2026 · Artificial Intelligence

Why Agent Memory Can Backfire: Insights from MemSyco’s New Benchmark

The article introduces MemSyco-Bench, a systematic benchmark that reveals how long‑term memory in LLM agents can amplify sycophancy, cause accuracy drops, and expose the need for careful memory utilization rather than mere retrieval.