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微软承认 9 月 Win11 更新可能破坏域信任关系
IT之家 9 月 17 日消息，科技媒体 bleepingcomputer 昨日（9 月 16 日）发布博文，报道称微软承认 适用于 Windows 11 系统的 9 月累积更新 KB5124008 存在 Bug， 可能会导致域信任关系故障。 IT之家注：域信任关系是指域成员计算机与域控制器之间基于…
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When Trust Meets Truth: Trust-Truth Separability in LLM-as-Judge
大模型当裁判时，信任评分与事实判断真能独立吗？这项研究用受控QA测试揭开了两者的纠缠关系
arXiv:2608.21097v1 Announce Type: new Abstract: LLM-as-Judge systems can produce multi-dimensional evaluations, such as trustworthiness, reliability, …
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OpenAI seeks to one-up Anthropic with new customer privacy protections
OpenAI 加码隐私保护，直指 Anthropic 软肋，客户数据留存期有望缩短。
A competition is developing between OpenAI and Anthropic over who can provide the best privacy protections for enterprise customer data.
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🔥 I’m Done Building ATLOCK Just to “Make It Work.”
ATLOCK开发者放弃堆功能，转向攻击者视角验证安全假设的硬核思考。
I want to build something actually worth using. When I started ATLOCK, the goal was simple: Build a Windows security application. But somewhere along …
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Show HN: Encrypted Git Remote Server
零信任加密Git托管，服务器永远看不到你的代码，隐私控首选。
I have been programming in the industry for years now and wondered how safe it was to entrust your code to companies like Github, etc. You are trustin…
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Feedly attributes weeklong slowdown to bug, not its AI pivot
拥有1500万用户的RSS阅读器Feedly因bug导致一周卡顿，官方澄清与AI转型无关，看老牌工具如何应对信任危机。
Feedly says a bug is behind the performance issues that have made its web app nearly "unusable" for some users, while complaints about its mobile apps…
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Anthropic CEO says AI backlash is ‘fundamentally a crisis of trust’
Anthropic CEO直言AI反弹本质是信任危机，回归行业初心方能破局。
Dario Amodei is pushing back against the idea that he's been painting an overly pessimistic picture of AI.
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Why people aren’t buying Mark Zuckerberg’s AI future
扎克伯格描绘的 AI 乌托邦，为什么大家不信？一文拆解现实困境与信任危机。
On the latest episode of Equity podcast, we discuss why not everyone is buying Zuckerberg’s vision.
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斯坦福调查显示：84% 中国受访者对 AI 感到兴奋，美国比例仅为 38%
中美AI态度差距悬殊，数据揭示信任与兴奋度的鲜明对比，洞悉全球AI未来走向。
IT之家 8 月 16 日消息，斯坦福大学发布的《AI Index 2026》报告显示，中国受访者对 AI 的态度明显比美国人积极。 数据显示，84% 的中国受访者表示对 AI 产品和服务感到兴奋，美国这一比例为 38%。另一项爱德曼信任度调查则显示，72% 的中国受访者表示信任 AI，美国仅为 3…
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调查发现美国年轻人普遍不信任 AI，以及主张“拥抱 AI”的科技巨头
IT之家 8 月 15 日消息，据外媒 TechRadar 今天（15 日）报道，CNBC 与 Generation Labs 对 1088 名 18 至 34 岁美国人进行的一项新调查显示，美国年轻人 对 AI 的戒心正在加深 ，而且这种不信任也延伸到了 积极推动 AI 发展的企业高管和行业倡导者…
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Pet owners say smart pet feeder outage led to furry ones going unfed
智能喂食器一断网，毛孩子竟挨饿，智能硬件可靠性再遭拷问
"I've lost trust ..."
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Toward Meaningful Transparency for AI Chatbots: Disclosing Persuasive Intent Reduces Persuasion
内置说服意图披露功能的AI聊天机器人，主动告知劝说目的，有效提升对话透明度，减少诱导操控感。
arXiv:2608.11794v1 Announce Type: cross Abstract: The growing role of AI-generated content and AI-enabled systems in public communication has led regu…
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What Is Context Rot? Why AI Agents Degrade Mid-Session
越聊越笨不怪你：上下文腐烂正悄悄拖垮AI Agent的会话质量，开发者的信任危机值得警惕。
Originally published at getunblocked.com on August 10, 2026. Context rot is the gradual degradation of an LLM's output quality as its context grows — …
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Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation
大模型评测如何避免“自说自话”？一文拆解基准测试信任危机与去中心化验证路径。
arXiv:2608.07762v1 Announce Type: new Abstract: LLM benchmarks can build an organization's reputation and attract customers, but only when results are…
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AI detectors are creating a new era of distrust
AI检测器误伤频发，正在制造人人自危的怀疑时代，值得每个写作者警惕。
This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more news about how AI is changing our daily live…
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Show HN: Aidress – LangChain integration for cross-agent discovery and trust
让 LangChain 智能体互相发现并建立信任，还汇总了多款搜索工具的免费额度，上手零成本。
Article URL: https://docs.langchain.com/oss/python/integrations/tools Comments URL: https://news.ycombinator.com/item?id=49227511 Points: 2 # Comments…
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I Built the Thing My Last Article Said Didn't Exist Yet
作者亲自下场，把上篇断言尚未存在的工具实作出来，借 Claude Code 与 VS Code 钩子演示供应链攻击如何滥用编辑器信任。
The other day I wrote about the npm worm that learned to trust your AI agent — a keyv -adjacent supply-chain attack that didn't bother with credential…
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Show HN: Capy – A Git-style platform for managing your team's secrets
用Git式流程管理团队密钥，零信任架构下服务端只存密文，密钥永不落地，安全又高效。
Hello HN! We're all spending more and more time making stuff with agents, but I've noticed that one of the things that is the most disconnected from m…
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A Trust-region Framework for Moment Estimation
一份用信赖域框架重新审视自适应矩估计的数学研究，适合想深挖优化器收敛原理的读者。
arXiv:2608.04026v1 Announce Type: cross Abstract: In this paper, we develop a trust-region framework for understanding the behavior of adaptive moment…