The Best AI Agent Memory Layers in 2026, Ranked on Axes You Can Verify

No single AI agent memory layer is best in 2026. The right one depends on tenant isolation, contradiction handling, where you can run it, and what a retrieval costs, all of which you can check in an afternoon.