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文章频道 - 从山姆30年里,看见长期主义
永远会被真实的人感动。这两天,营销圈好几个朋友在群里转了山姆三十周年的品牌片《三十年与一日》,感慨片子的制作水准之外,也都共同提到了一个点:这似乎是山姆第一次让它背后的人集体走到了台前,还挺新鲜的。…
- 其实最近被讨论的山姆视频不止它,前些天朋友圈还刷到一支竖屏的短片叫《我的山姆瞬间》,用的是会员在山姆店里的UGC素材混剪,跟《三十年与一日》…
- 两支片子都是山姆中国30周年的品牌作品,网上的留言,证明了它们对观众的情感触动:印象里的山姆,似乎总是通过“物”在沟通,默默地做产品、做服务…
- 而这次山姆在30岁生日时想讲的话,不管形式如何,对象反而是人。
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Predictive Memory Localization: Forecasting Selective Intervention Paths from Internal Signals
arXiv:2608.…
- 12892v1 Announce Type: new Abstract: Activation steering turns localiz…
- We introduce Predictive Memory Localization (PML), which treats the me…
- PML separates random-calibrated target movement from semantic-neighbor…
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ReflectFact: Self-Reflective Agents for Improving Comprehension and Reasoning in Multi-Hop Fact Verification
arXiv:2608.…
- 12877v1 Announce Type: new Abstract: Multi-hop fact verification, whic…
- Recent methods primarily rely on multi-agent collaboration to decompos…
- However, these methods face two critical limitations: (1) agents may p…
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AI and Consumer Rights in India Working Paper
arXiv:2608.12863v1 Announce Type: new Abstract: As AI systems proliferate in consumer facing applications, questions about liability for AI related harms remain unresolved.…
- This working paper examines whether India's Consumer Protection Act, 2…
- The Act's broad definitions of product liability, harm, and deficiency…
- However, significant gaps remain.
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Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents
arXiv:2608.12851v1 Announce Type: new Abstract: Self-improving LLM agents convert successful trajectories into persistent cross-task state.…
- An unsafe success can thereby become reusable policy after its trigger…
- Skill evolution makes this failure measurable by distilling operationa…
- Because evolution optimizes task outcomes rather than procedure safety…
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Beyond Retrieval: Query-Conditioned Reuse of Long-Horizon Agent Trajectories
arXiv:2608.…
- 12847v1 Announce Type: new Abstract: Retrieval can identify a past tra…
- We identify this post-retrieval reuse step as a distinct bottleneck fo…
- We instantiate the framework with query-conditioned reuse (QCR), a del…
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CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation
arXiv:2608.…
- 12842v1 Announce Type: new Abstract: Model merging has recently attrac…
- However, parameter conflicts and knowledge interference across tasks o…
- Prior work introduced Conflict-Aware and Balanced Sparsification (CABS…
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