LLM Memory in 2026: Why Most Benchmark Claims Don't Survive Scrutiny
Behind the headline numbers in AI memory benchmarks lies a methodological mess. Here is what enterprises building on top of LLMs actually need to know about memory architecture, retrieval recall, and the gap between marketing claims and shippable systems.

















