The paper actually says: "We find that all context files consistently increase the number of steps required to complete tasks. LLM-generated context files have a marginal negative effect on task success rates, while developer-written ones provide a marginal performance gain."

"Overall, our results suggest that context files have only marginal effect on agent behavior, and are likely only desirable when manually written."