12:32, 3 марта 2026Забота о себе
数据显示，在WebArena这类真实网页多步任务测试中，GPT-4级模型在3—5步任务上的成功率约为40%—60%，一旦超过10步，往往降至15%—25%；超过15步时，成功率跌破10%。公开案例也显示，6—8步以上流程中，人工介入率高达40%—60%。
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A code editor menu along with a code debugging menu... what’s all that? And why are they called differently while performing the same actions?The “hermit tool” problemIn Pharo (and in many Smalltalks), we sometimes treat “being in the same world” as sufficient integration. But moving between tools isn’t fluid enough, and context doesn’t travel with you. Too often, each tool behaves like an island.
•一致性（对相同科研成果，重复评测应稳定）