Anthropic发布新一代AI模型Claude Fable5，作为最强大众版，在生物学、网络安全等领域潜力巨大。但实际使用中，它表现出“选择性失忆”：面对高中基础生物学问题也拒绝回答，并转接给前代Claude Opus4.8。这并非能力不足，而是Anthropic出于极高安全标准所致。
郝建邺认为，AI若不能从“存储”跨越到“记忆”，就无法成为真正的智能伙伴。其创立的忆纪元科技（MemoraX AI）成立仅一个月，便完成千万美元种子轮融资，由L2F光源创业者基金、钟鼎资本联合领投。资金将主要用于Agentic RL（智能体强化学习）技术的研发，旨在突破大模型仅作为“高效搜索引擎”的局限。
好莱坞女星米拉·乔沃维奇以《生化危机》角色“爱丽丝”为灵感，在GitHub开源AI记忆系统MemPalace，并在基准测试中获首个满分。该系统旨在解决AI长期对话中的“失忆”问题，提升记忆连贯性。
腾讯云推出“TencentDB Agent Memory”服务，为AI智能体提供长期记忆能力。该服务采用四层渐进式记忆系统，能将碎片化对话转化为结构化事实、场景化认知和个性化画像，显著提升智能体回答准确率。
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