发布日期：2026-10-16 数据来源：GitHub API 实测 + arXiv API + Anthropic 官方文档 AI Agent 记忆失效指的是智能体在多次任务中反复犯同一类错误的现象——它能记住事实，却无法把经验沉淀成决策能力。2026 年 10 月，开发者社区的一篇实践文章揭示了
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