Matched-budget resolved packets outperformed recency-truncated raw dialogue by up 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 across nine models. These results prove that how a system renders memory entries directly dictates model performance for practitioners.