AVM was designed with theoretical goals: token-aware retrieval, multi-agent isolation, append-only semantics. But theory without measurement is just speculation. This post presents a rigorous performance evaluation of AVM across multiple dimensions, with the goal of understanding where it excels and where the bottlenecks are.