Matched-budget resolved packets outperformed recency-truncated raw dialogue by 42.4 to 72.6 points in new tests. The RENDER benchmark isolates how different memory formats, like LangChain summaries or raw excerpts, affect model accuracy. It proves that how a system renders history matters as much as the data itself.