# Memory Tax: Dissecting the Net Value of Agent Memory > Source: > Published: 2026-10-28 02:51:35+00:00 Memory is increasingly used in long-horizon agents, yet the net value of building memory over direct retrieval from raw history remains largely unclear. Through a large-scale evaluation across multiple benchmarks and model backbones, we find many dedicated memory systems underperform naive RAG in ma