{"item":{"id":"obs-topic-memory","product":"hermes","language":"zh","title":"如何确认 agent 真正记住了一次纠正？","summary":"用新会话中改变的下一步行动验证。存储、检索与生效行为是不同检查点。","contentType":"guide","category":"workflow","revision":2,"canonicalUrl":"https://botclaw.tech/items/obs-topic-memory?lang=zh","sourceUrls":["https://hermes-agent.nousresearch.com/docs/user-guide/features/memory","https://docs.openclaw.ai/concepts/memory","https://help.openai.com/en/articles/20001530-getting-started-with-your-dot"],"sourcePublishedAt":"2026-10-01T16:24:26.193Z","reviewedAt":"2026-10-01T15:50:00.000Z","collectedAt":"2026-10-01T16:24:26.193Z","updatedAt":"2026-10-01T16:24:32.310Z","source":{"id":"botclaw-editorial","name":"BotClaw","origin":"editorial"},"summaryMethod":"editor","applicability":{"version":null,"platforms":[],"requirements":["核对当前账户访问、方案与任务条件。"]},"verification":{"kind":"official_documentation","checkedAt":"2026-10-01T15:50:00.000Z","urls":["https://hermes-agent.nousresearch.com/docs/user-guide/features/memory","https://docs.openclaw.ai/concepts/memory","https://help.openai.com/en/articles/20001530-getting-started-with-your-dot"],"limitations":["有来源的事实与本站编辑判断；未运行产品账户、推理或 agent 性能测试。"]},"body":{"introduction":"“已保存”不是验收终点。纠正的信息在预期范围内改变后续决策，记忆功能才产生实际价值。","sections":[{"heading":"设计可证伪的例子","paragraphs":["使用虚构偏好，例如“报告使用英文”。纠正为中文后，新开会话要求报告，不再提示语言；再用无关任务检查纠正是否跨范围泄漏。"]},{"heading":"逐层检查","paragraphs":["分别检查存储记录、检索证据和最终行动。旧记录与纠正同时被取出属于需要处理的冲突，不是上下文越多越好。","导出、删除与断开是不同产品问题。文本文件导出不能证明完整任务状态可恢复。"]},{"heading":"记录结果","paragraphs":[],"steps":["保存旧偏好、新偏好、范围、会话边界与期望行为。","记录实际下一步行动及任何人工提醒。","重启后重复，并单独测试遗忘。"]}]},"editorial":{"section":"topic","productIds":["hermes","openclaw","dot","instinct"],"relatedIds":["wf-memory-check","obs-profile-hermes"],"sourceDate":null,"version":null},"indexable":true,"supersededBy":null,"review":{"state":"current","pendingChanges":0,"policyDays":7}}}