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Agent memory often costs more than it helps
What is Memory Tax: Dissecting the Net Value of Agent Memory?
The study benchmarks a range of long-horizon agent memory systems against a simple retrieval-augmented generation (RAG) baseline. It finds that most dedicated memory modules underperform the naive RAG approach.
Who it is for
If you build or research autonomous agents, you should test simple RAG first before adding complex memory layers.