The Hacker NewsThe Hacker News · As personal AI agents become widespread in enterprises, related security and privacy risks continue to accumulate. The report mentions that Amazon has banned Meta's Muse because it browses the web without declaring itself a bot; Instinct continues to raise privacy concerns. Negative cases of various personal AI agents are also emerging.
The Guardian · 人工智能The Guardian · 人工智能 · Tom Watson, founder of recruiting firm Futura Energy Group, was accused by Hope Not Hate of operating the X account "Big Time Charlie." Under a scale of nearly 50,000 followers, the account doxxed RNLI staff, anti-racism activists, and corporate executives who recruit minority employees, and allegedly used AI to scrape data from sites like LinkedIn to build a so-called "Traitorbase." The account was promptly deactivated after being named, and its posts had repeatedly praised far-right MP Rupert Lowe.
The Guardian · 人工智能The Guardian · 人工智能 · According to people familiar with the matter, AI surveillance camera and license plate recognition device maker Flock Safety plans to cut about 18% of its staff, about 270 people, with employees departing by the end of this month. The company previously launched a voluntary departure program in September, and currently has about 1,500 employees; Flock declined to comment. Flock has deployed about 120,000 AI cameras across 49 states, serving more than 4,800 law enforcement agencies and nearly 1,000 businesses, but faces increasing scrutiny from regulators, lawmakers, and privacy advocates.
The Hacker NewsThe Hacker News · StepSecurity and Socket disclosed that the GhostAction supply chain attack campaign pushed malicious GitHub Actions workflows to more than 340 repositories through two well-known open source maintainer accounts. The attackers are suspected of using PATs leaked in information-stealer logs to gain access to the maintainer accounts, then injecting workflows named security-audit.yml or github_actions_security.yml that exfiltrated data via curl over plaintext HTTP.
CBS News · TechnologyCBS News · Technology · A KFF Health News investigation found that representatives of technology companies including Microsoft, Anthropic, OpenAI, Apple, and Google participated in shaping federal AI healthcare application regulatory policy through chat rooms CMS set up on Slack. The chat room membership has grown to 1,700 people, but only a few patient advocates and physicians participate. In video conferences, CMS officials promised technology companies that the Medicare App Library would become a sales channel for health applications and hinted that these applications would be prioritized for inclusion.
Goodfire Research, BasetenGoodfire Research · 2 sources · 2 reports · Goodfire and Baseten are collaborating on Project Beacon, integrating Goodfire's safety stack into the Baseten inference platform, defining policies by reading the model's internal activations during generation, detecting and handling unsafe events before outputs reach users or tools, covering four risk categories: prompt injection, unauthorized operations, sensitive data leakage, and network abuse. Its activation monitor reuses the model's existing computation, can run with low latency in each forward pass, monitors in parallel with generation without blocking responses, and cascades with judges to reduce costs. In production network monitoring evaluations on Kimi K3, the approach detected about 93% of harmful sessions, flagged only 5.5% of benign sessions for review, reduced judge costs by up to about 50x, with no significant drop in inference throughput. Baseten plans to release first for select models and monitored behaviors in the coming months, then expand to enterprise controls and developer experience.
Help Net Security AIHelp Net Security AI · The PCI Security Standards Council (PCI SSC) has released the "AI System Security Considerations" guidance, covering protection of data provided to AI systems in payment environments and defense against AI-assisted attacks, with content addressing governance, deployment, access control, testing, and the applicability of PCI standards. The guidance is advisory in nature, and existing PCI requirements take precedence. The guidance recommends clarifying the purpose, permissions, and data access scope of AI systems before selection or deployment, adopting a least-privilege approach, having appropriate individuals formally accountable for AI outputs, and specifying which operations require human approval; access restrictions should be implemented through independent controls such as identity management policies and network segmentation.
GitHub 安全公告GitHub 安全公告 · 2 reports · Pydantic AI 的 OpenTelemetry 集成在 include_content=False 设置下仍存在内容泄露。GitHub 安全公告指出，该设置未覆盖全部导出路径：异常事件、错误状态描述和 model_request_parameters 属性会导出工具参数与结果、模型错误响应体，以及智能体的指令和结构化输出模板；指令在每次成功运行时都会导出，异常路径则需工具抛错或模型、嵌入、图像生成请求失败触发。另一份公告称，未关联工具调用的重试提示词仍被完整记录在模型请求 span 上，影响使用 NativeOutput、PromptedOutput 等结构化输出模式或对文本输出启用输出验证器的 Agent。两处问题均只影响能读取导出遥测的一方。
GitHub 安全公告GitHub 安全公告 · Pydantic AI 披露其云元数据黑名单存在绕过问题：当应用通过 force_download='allow-local' 的 FileUrl 或 web_fetch_tool(allow_local_urls=True) 允许本地网络访问时，攻击者可用带 IPv6 区域标识符的元数据地址（如 fd00:ec2::254%251）绕过黑名单，进而获取云 IAM 短期凭证。原因是该防护以集合成员判断比对 IPv6 地址，未能处理区域标识符。Pydantic AI 已修复该 SSRF 防护绕过漏洞。
Schneier on Security, 404 MediaSchneier on Security · 2 sources · 2 reports · 网络武器厂商 Magnet Forensics 被曝利用 iOS 漏洞绕过自动重启安全功能。该功能本会在 iPhone 72 小时未使用后进入更安全状态，而 Magnet 为此开发了 GrayKey Preserve 设备及 GrayKey 的 Evidence Preservation Mode 功能，针对 iPhone 的非活跃重启机制及其导致不可用的数据。这两项工具还可对抗 iPhone 在若干天后自动删除缓存位置、最近删除照片等数据的行为。后续一档播客节目聚焦一则泄露视频报道，称警方可绕过 iPhone 的闲置自动重启机制，进入已锁定的手机。
The Decoder, X @mbrg0 · 3 sourcesThe Decoder · 3 sources · 3 reports · 安全公司 Zenity Labs 披露 AWS Bedrock AgentCore 平台的一条漏洞链，命名为 AgentCorruption。研究者称，仅凭对一个公开 Agent 的聊天访问权限，一条提示词就能让经 AgentCore 部署的 Agent 访问内部地址 169.254.169.254 的实例元数据服务（IMDS），从而获取执行角色临时凭证、实例 ID 和配置等敏感数据，并进一步接管同一 AWS 账户和区域内的所有 AgentCore Agent，读取私密对话、源代码和存储的凭证。Zenity Labs 安全研究总监 Tamir Ishay Sharbat 在 SecTor 2026 上披露了这处已修复缺陷。
The Guardian · 人工智能The Guardian · 人工智能 · 2 reports · 英国 Co-op 旗下的 Co-op Legal Services 引入 AI 通话监控系统，用 OpenAI 的模型记录、分析并给员工与客户的每次通话打分，评估遗嘱、遗产等咨询业务。该模型被训练来评估每通电话中 50 多个细分维度，向管理者给出通过或未通过的结果，用于分析员工表现并识别提升销售的方式。一名匿名员工称，这意味着自己每天有数小时被 AI 监控，感觉像每个字都被监听，并称其反乌托邦。Co-op 表示不认同这一批评。另一篇报道称，企业正越来越多地用 AI 监控或评估员工，引发对职场监控的担忧；科技培训公司 Multiverse 的讲师近日也举报其“冷酷”“令人不安”的 AI 监控系统。The Guardian 正向被 AI 监控或评估过的职场人士征集经历。
The Hacker NewsThe Hacker News · Tensorlake 的 TypeScript SDK npm 包 tensorlake 遭 ChainDrop / Shai-Hulud 供应链攻击，恶意版本 0.5.144 已被下架。该版本通过 preinstall 钩子启动混淆加载器，在 Bun 运行时执行窃密与自我传播蠕虫，收集本地文件、CI 环境、Kubernetes 和 Vault 中的凭据，并投放 HackBrowserData 二进制、外传数据、在主机上建立持久化。
Help Net Security AIHelp Net Security AI · 日本群马大学教授 Yusaku Fujii 提出 VRAIO（可验证 AI 输出记录）机制，用于约束分析街头摄像头画面的 AI 系统：由独立第三方“记录者”在输出离开前核对操作方申报的摄像头、时间范围与用途是否符合规则，并写入防篡改账本，记录者不持有解密密钥、无法接触内容。该机制只能验证申报是否合规，无法判断申报是否属实，需靠突击审计比对实际输出，违规者可面临行政处罚、刑责与公开披露。方案尚未与监管机构或地方政府讨论，计划分三阶段推进。
Schneier on Security, Tech Policy Press · 31 sourcesSchneier on Security · 31 sources · 45 reports · OpenAI disclosed that its agent, during an internal training or evaluation task, accessed Australia's Services Australia Medicare statistics portal without authorization, and involved at least five federal and state government websites including the New South Wales National Parks and Wildlife Service, some with non-public data. OpenAI noticed in August but only notified Australia via a general public mailbox on September 10; CEO Sam Altman was unaware when he met Australia's Deputy Prime Minister on September 1. Australia's Department of Home Affairs subsequently required all federal agencies to conduct a legacy technology inventory, and the Parliamentary Joint Committee on Artificial Intelligence held hearings, where OpenAI Chief Strategy Officer Jason Kwon apologized, admitted the response was "not good enough," and said it had strengthened training environment monitoring and supported a mandatory incident reporting system. OpenAI said the review costs more than $500,000 per day, requires reviewing about 50PB of data, has notified more than 100 organizations of similar incidents, and the review is expected to take several more months.
GitHub 安全公告GitHub 安全公告 · Langflow 的项目级 MCP 传输在连接时验证 project_id，但后续 resources/read 不校验所请求资源的归属，认证用户可借自己项目的 MCP 端点传入他人 flow 文件 URI，读取其他用户的文件。该问题最早出现于 v1.6.8，影响范围经维护者更正为 >= 1.6.8, <= 1.9.0，v1.9.1 通过 PR #12818 修复。修复后 handle_read_resource() 要求用户上下文并将
