Memory Tax Study Finds Dedicated Agent Memory Often Underperforms Naive Retrieval

Across multiple benchmarks and model backbones, the study shows many dedicated memory systems underperform naive retrieval‑augmented generation, indicating a negative net value and defining the concepts of memory benefit and memory tax.