Matched-budget resolved packets outperformed recency-truncated raw dialogue by 42.4 to 72.6 points in the new RENDER benchmark. The study tests how different input formats, like LangChain summaries or raw excerpts, affect retrieval accuracy. It proves that how a system renders memory entries directly dictates model performance. Practitioners should optimize input templates over raw history.