Benchmarking results on the same multi-agent conversations, Emmimal P Alexander found a surprising weakness in relational retrieval, and developed a context graph layer to address it. https://towardsdatascience.com/vector-rag-isnt-enough-i-built-a-context-graph-layer-for-multi-agent-memory/