1
The LLM Death Spiral
当老板和员工都用AI润色邮件，一场沟通灾难悄然上演——LLM引导下的解读偏差正在制造职场"死亡螺旋"。
Over the last year and a half I have witnessed something that is truly alarming. I am calling it "The LLM Death Spiral". This is the case of two peopl…
2
Toward an AI-Powered Computational Testbed for Workforce Policy
用AI构建劳动力政策模拟平台，提前预测人机协作的转型挑战。
arXiv:2605.19064v1 Announce Type: cross Abstract: Workforce transformations are difficult to forecast and costly to mismanage. In particular, the inte…
3
AI Makes Mistakes; Process Design Matters More
AI犯错不可避免，流程设计比技术本身更关键，值得每位产品经理思考。
Article URL: https://medium.com/@olowu.marydan/ai-makes-mistakes-that-means-process-design-matters-more-than-ever-980097b68f2a Comments URL: https://n…
4
Vision-Based Safe Human-Robot Collaboration with Uncertainty Guarantees
提出视觉姿态估计与运动预测框架，用保形预测实现可认证安全的人机协作。
arXiv:2604.15221v2 Announce Type: replace-cross Abstract: We propose a framework for vision-based human pose estimation and motion prediction that giv…
5
Capability Conditioned Scaffolding for Professional Human LLM Collaboration
大型语言模型个性化新方案：Capability Conditioned Scaffolding，解决专业领域依赖AI推理导致的能力漂移风险。
arXiv:2605.15404v1 Announce Type: new Abstract: Large language model personalization typically adapts outputs to user preferences and style but does n…
6
HAI-Eval: Measuring Human-AI Synergy in Collaborative Coding
新研究提出人机协同编码评估系统，填补现有测试与LLM基准的空白，聚焦真实协作场景。
arXiv:2512.04111v2 Announce Type: replace-cross Abstract: LLM-powered coding agents are reshaping the development paradigm. However, existing evaluati…
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CitePrism: Human-in-the-Loop AI for Citation Auditing and Editorial Integrity
人机协作AI系统，自动化引文审计，提升编辑完整性，解决学术出版中引文检查的碎片化难题。
arXiv:2605.16000v1 Announce Type: cross Abstract: Editors and reviewers are expected to ensure that manuscripts cite relevant, accurate, current, and …