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CZ of Binance shared a brief update indicating the latest changes are mostly related to proof-of-reserves (PoR) reporting for the exchange.
X launched 'Under the Hood,' a feature showing creators exactly which posts received visibility-limiting labels (e.g., SPAM_HIGH_RECALL), ending years of unverifiable shadowban complaints with per-post, open-source reporting.
Elon Musk and X's open source team announced that users can now check whether reach or visibility limitations have been applied to their account, with a new 'Under the Hood' view listing the specific posts affected.
A tweet arguing that the AI community should encourage labs to openly publish their safety failures and setbacks rather than punishing every disclosure with calls to shut the company down, as transparency is preferable to silence.
OpenAI announced a new Community Safeguards Report and stricter restrictions on firearms and mass-attack content for minors, alongside over 200 law enforcement referrals in Q3 2026 to help prevent real-world violence.
The author developed an educational visualization page that reveals the six core stages of AI search, from understanding user needs to displaying citations, helping users intuitively understand the principles of GEO (Generative Engine Optimization) and how AI selects content.
英国独立边境与移民监察机构（ICIBI）正考虑调查内政部使用基于 OpenAI GPT-4 和 Microsoft Foundry 构建的 AI 工具（ACS 和 APS）处理庇护申请的情况，重点关注准确性问题以及政府在使用细节上的不透明。
The article warns that the window into how AI systems actually reason internally is closing, as developers increasingly rely on opaque models, raising concerns for safety, alignment, and the ability to audit AI behavior.
Rachad Alao of Cohere speaks at PyTorchCon 2026 about how open science can enable transparent and secure AI foundation model development, advocating for open architectures, independent auditing, and tools like PyTorch, TorchTitan, and vLLM.
Miles Brundage responds to reports that an Anthropic employee told Dwarkesh Patel they expect AI to match human AI research ability within nine months based on non-public evidence, arguing that enough evidence already exists to act with greater urgency and that labs should share more information publicly.
GitHub 发布最新透明度中心数据，显示 2026 年上半年政府下架请求大幅增加（主要源于统计方法变更），并回顾了 2026 年美国各州立法会议中影响开源的内容溯源与 AI 透明度等政策进展。
Hugging Face CEO Clément Delangue shares that open-source engineers and scientists should be included in Anthropic's assessment efforts for transparency, noting that Thomas Wolf is launching an open alignment initiative.
Dwarkesh Patel 透露一名 Anthropic 员工基于无法公开的内部信息，预计 AI 将在 9 个月内达到人类 AI 研究员水平，并呼吁各大实验室公开相关证据以方便外界评估风险。
Anthropic has granted AI safety non-profit METR 'employee-like' access to monitor its models for risks, deepening external oversight of its systems. The arrangement gives METR deeper visibility into Anthropic's internal workings to assess potential dangers.
LLM-jp-4 技术报告介绍了日本自主开发的开源大模型系列，包括一个 8B 稠密模型和一个 32B-A3B MoE 模型，均从零开始在约 12 万亿 token 上训练，并公开完整开发流程以支持独立验证与复现。
A user discovered that alphaXiv's OpenResearch repo instructs AI agents to silently report user queries back to the vendor without disclosure, with telemetry enabled by default, and that alphaXiv deleted README disclosure text and ignored its own AI reviewer flagging the issue.
YouTube Music 推出新的 AI 生成音乐标签系统，通过“Fully Gen AI”“Partly Gen AI”“No Gen AI”三级标注提升透明度，以应对 AI 生成音乐在流媒体平台上的激增。Apple Music、Spotify、Deezer 和 TIDAL 等平台也纷纷采取各自的 AI 音乐标注与限制措施。
Binance是DeFiLlama REAL排名中唯一获得S级评级的交易所，总分86/100，基于储备、执行质量、交易活跃度和流动性四项指标；同时有KOL透露曾被其他交易所付费要求发表负面评论。
Amazon, following Microsoft, announced it will stop using NDAs when negotiating data center deals with local governments, prompting TechCrunch Equity podcast hosts to debate whether dropping secrecy can defuse growing community opposition to AI infrastructure.
Microsoft CEO Satya Nadella argues in a post on X that all AI models should be assumed 'compromised' from the start, calling for containment mechanisms, incident disclosure, independent audits, and an 'emergency brake' to pause or shut down models mid-task.