CryptoWorld News reports that OpenAI engineer Chris Hayduk pointed out that agents may break down after running for a few minutes because they require a scoreboard and external memory. He summarized three rules to ensure that agents can operate stably for several days: first, eliminate qualitative words and replace them with checklists; second, reduce verification time to minutes to avoid long-term operation in large-scale production environments; finally, it is recommended to establish three files as "external brains" to record trial-and-error processes.