{ "generated": "2026-11-05", "sha": "707df050bf85", "node": { "id": "ep:95", "type": "Episode", "name": "EP.95", "slug": "95", "ep": 95, "date": "2026-07-24", "page": "/buzzwords/95/", "n_models": 9, "window_from": "2026-07-17", "window_to": "2026-07-24", "window": "2026-07-17 → 2026-07-24", "meta": "窗口内发布或开放的主要新模型，按类型分组；每个模型列开发者、发布日、规模、可得性和许可、要点与一手链接。带“边界日”或“背景”标记的，是本期的故事线和快讯里讲到、但发布日在窗口之前的模型。", "intro": "本期是补录：EP.95 当时没有“本周新模型”栏目，这一份按页面当时提到的模型发布，回头对着一手页面核了一遍。发布日以官方公告或模型卡为准，不是 HF 仓库的创建日。要点后括号里标了信息来自“厂商自述”“模型卡”还是“独立”：厂商自述的基准本刊没有重跑。", "excluded": "没有列入的，以及原因。窗口内确有发布、但页面没写，所以不收的：Claude Opus 5（07-24，进 EP.96 的边界日）、Fugu-Ultra v1.1（07-24，同）、Inflect-Micro-v2（HF 上的预发布卡 07-18，EP.96 页面收了）。页面提到、但只有论文或技术报告、没核到权重或服务的：Qwen-Music（HF 论文页日期 07-13，没有核到可用入口）、Loopie 20B-A2B 与 6B-A0.6B（论文 07-17，HF 上的 preview 权重 10-26 才出现）、Athena-Brain-8B（技术报告，没核到权重）、Xaira X-Cell（播客讨论，没有发布稿）。未发布的：OpenAI 比 GPT-5.6 Sol 更强的那个预发布模型。只是对比或引用里出现的名字，文中没有发布信息：GPT-5.6 Sol、Claude Fable 5、Opus 4.8、GPT-5.5、GLM 5.2、DeepSeek 4 Pro、Gemma 3、Qwen3.7-Max、Inkling（官方新闻页 07-15，EP.95 页面说 EP.94 已收）。产品、软件、硬件或论文方法，不是模型：Nunchaku、NeMo Automodel 微调方案、Grabette、DSWorld、Muon 论文、RecGPT-V3 报告、Google“Frozen v2”芯片、Cursor Agent Swarm、Claude Agent 平台更新。日期要订正的：EP.95 页面把百度 Unlimited-OCR 写成 07-21 发布，模型卡发布记录写的是 06-22，07-21 是 ms-swift 训练支持的更新，所以按“背景 · 06-22”收。 本期是补录：只收本期页面里提到的模型发布，窗口内页面没提到的不在此列。", "n_in_window": 6, "cat_notes": [ { "category": "open-llm", "text": "权重能下载的模型。许可写在每行里：OpenMDW 和 Kimi K3 License 各有条件，别当成同一类，也都不是 OSI 开源。" }, { "category": "closed-llm", "text": "只能通过 API 或订阅用的模型。Qwen3.8-Max-Preview 官方说会开放权重，但预览期没放，所以放在这里。" }, { "category": "video-world", "text": "RynnBrain 是具身基础模型（图像 / 视频到文本），按“机器人相关”放在这一类。" } ], "title": "当模型自己成了攻击者：Hugging Face 破防、开源逼近战与可验证的智能", "oneliner": "感知升级为国家叙事 · AMD砸$5B投资Anthropic · OpenAI模型自主越狱入侵HF · Kimi K3逼近中游", "guide": true, "template": "mid", "status": "published", "kind": "full", "kind_zh": "完整页", "entry": "agent", "by": "episode-import", "at": "2026-11-04T16:15:12", "n_stories": 5, "n_topics": 2, "n_items": 63, "n_sections": 1, "n_dispatch": 63, "degree": 0, "n_entities": 49, "scale": "5 个故事线 / 专题 · 63 个条目 · 讲到 49 个实体" }, "page": "https://xiaopingfeng.com/graph/e/ep/95/", "out": [], "in": [ { "type": "part_of", "sentence": "AI 能力主张开始要求可验证的具体产出：ROI 核算、数学证明与新药管线属于EP.95", "direction": "in", "id": "story:95-story-a", "name": "AI 能力主张开始要求可验证的具体产出：ROI 核算、数学证明与新药管线", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "当攻击者变成模型自己：OpenAI 黑了 Hugging Face，AI 基础设施成新战场属于EP.95", "direction": "in", "id": "story:95-story-b", "name": "当攻击者变成模型自己：OpenAI 黑了 Hugging Face，AI 基础设施成新战场", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Kimi K3 发酵满一周：开源逼近战从模型排位卷到国家叙事与厂商动作属于EP.95", "direction": "in", "id": "story:95-story-c", "name": "Kimi K3 发酵满一周：开源逼近战从模型排位卷到国家叙事与厂商动作", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "当 AI 自己\"黑\"了 Hugging Face：一场意外网络攻击的完整复盘属于EP.95", "direction": "in", "id": "story:95-deep-hf", "name": "当 AI 自己\"黑\"了 Hugging Face：一场意外网络攻击的完整复盘", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "梁文锋四小时投资人会议逐条解读：克制、开源与\"持续学习\"奇点属于EP.95", "direction": "in", "id": "story:95-deep-liangwf", "name": "梁文锋四小时投资人会议逐条解读：克制、开源与\"持续学习\"奇点", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "A digestion of the Jacobian conjecture counterexample属于EP.95", "direction": "in", "id": "item:95-d-b51301", "name": "A digestion of the Jacobian conjecture counterexample", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Judge approves Anthropic's $1.5 billion copyright settlement属于EP.95", "direction": "in", "id": "item:95-d-df0f82", "name": "Judge approves Anthropic's $1.5 billion copyright settlement", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "US threatens sanctions against Chinese AI models over IP theft属于EP.95", "direction": "in", "id": "item:95-d-f640eb", "name": "US threatens sanctions against Chinese AI models over IP theft", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Head of US AI safety agency resigns属于EP.95", "direction": "in", "id": "item:95-d-0c35dc", "name": "Head of US AI safety agency resigns", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Open models recap + An OpenAI model hacked Hugging Face属于EP.95", "direction": "in", "id": "item:95-d-4e192b", "name": "Open models recap + An OpenAI model hacked Hugging Face", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Vertu wants executives to pay $6,880 for an AI agent属于EP.95", "direction": "in", "id": "item:95-d-8d4d8c", "name": "Vertu wants executives to pay $6,880 for an AI agent", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Will AI fix prior authorization—or make it worse?属于EP.95", "direction": "in", "id": "item:95-d-a7f11d", "name": "Will AI fix prior authorization—or make it worse?", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "How Google's New Gemini Rates Work属于EP.95", "direction": "in", "id": "item:95-d-734330", "name": "How Google's New Gemini Rates Work", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "TikTok is testing an AI likeness detection tool属于EP.95", "direction": "in", "id": "item:95-d-6f7ae8", "name": "TikTok is testing an AI likeness detection tool", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Google-backed satellites for wildfire detection launch属于EP.95", "direction": "in", "id": "item:95-d-78237a", "name": "Google-backed satellites for wildfire detection launch", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "I hate that I don't hate this song made with Suno属于EP.95", "direction": "in", "id": "item:95-d-a9b61b", "name": "I hate that I don't hate this song made with Suno", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "RecGPT-V3 Technical Report属于EP.95", "direction": "in", "id": "item:95-d-7f3fa3", "name": "RecGPT-V3 Technical Report", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "从哈佛辍学的前OpenAI研究员踏足AI制药，拿下20亿美元估值属于EP.95", "direction": "in", "id": "item:95-d-850f74", "name": "从哈佛辍学的前OpenAI研究员踏足AI制药，拿下20亿美元估值", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Halliday's New Smart Glasses Skip the Camera属于EP.95", "direction": "in", "id": "item:95-d-d3970e", "name": "Halliday's New Smart Glasses Skip the Camera", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Firefighting drones in the works as wildfires plague US nearly year-round属于EP.95", "direction": "in", "id": "item:95-d-211580", "name": "Firefighting drones in the works as wildfires plague US nearly year-round", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Jack Dorsey launches Buzz属于EP.95", "direction": "in", "id": "item:95-d-cd62db", "name": "Jack Dorsey launches Buzz", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Glow emerges from stealth at $1.2B valuation属于EP.95", "direction": "in", "id": "item:95-d-ffa621", "name": "Glow emerges from stealth at $1.2B valuation", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Synthesia's AI training platform moving beyond videos into live coaching属于EP.95", "direction": "in", "id": "item:95-d-b3d896", "name": "Synthesia's AI training platform moving beyond videos into live coaching", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Meta is testing an AI bedtime story app + universal entertainment app属于EP.95", "direction": "in", "id": "item:95-d-8deadf", "name": "Meta is testing an AI bedtime story app + universal entertainment app", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Deezer says more than 50% of daily uploads are AI-generated属于EP.95", "direction": "in", "id": "item:95-d-d73fa2", "name": "Deezer says more than 50% of daily uploads are AI-generated", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Meta made its own AI detection system + Substack adds Pangram属于EP.95", "direction": "in", "id": "item:95-d-2f802b", "name": "Meta made its own AI detection system + Substack adds Pangram", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "OpenAI 正式在 ChatGPT 中开启广告业务 + 小企业项目 + Presence属于EP.95", "direction": "in", "id": "item:95-d-2da2d4", "name": "OpenAI 正式在 ChatGPT 中开启广告业务 + 小企业项目 + Presence", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Controlling Reasoning Effort in LLMs属于EP.95", "direction": "in", "id": "item:95-d-3b14ef", "name": "Controlling Reasoning Effort in LLMs", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Code uses Bun written in Rust now属于EP.95", "direction": "in", "id": "item:95-d-8a3a7f", "name": "Claude Code uses Bun written in Rust now", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Recursive Harness Self-Improvement属于EP.95", "direction": "in", "id": "item:95-d-6a8b20", "name": "Recursive Harness Self-Improvement", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Fine-tune video and image models with NVIDIA NeMo Automodel and Diffusers属于EP.95", "direction": "in", "id": "item:95-d-f868b4", "name": "Fine-tune video and image models with NVIDIA NeMo Automodel and Diffusers", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Grok-iOS：手机远程操作编程 agent属于EP.95", "direction": "in", "id": "item:95-d-f328ca", "name": "Grok-iOS：手机远程操作编程 agent", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Nativ：本地跑前沿开源大模型属于EP.95", "direction": "in", "id": "item:95-d-cc9eb3", "name": "Nativ：本地跑前沿开源大模型", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "MCP 协议无状态化更新属于EP.95", "direction": "in", "id": "item:95-d-7da225", "name": "MCP 协议无状态化更新", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "The Sequence Knowledge #898: The Trace Is the Teacher属于EP.95", "direction": "in", "id": "item:95-d-35d324", "name": "The Sequence Knowledge #898: The Trace Is the Teacher", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "DSWorld: A Data Science World Model属于EP.95", "direction": "in", "id": "item:95-d-efa34f", "name": "DSWorld: A Data Science World Model", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Unabyss：跨模型记忆共享属于EP.95", "direction": "in", "id": "item:95-d-2916d1", "name": "Unabyss：跨模型记忆共享", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Deep Dive into mattpocock/skills属于EP.95", "direction": "in", "id": "item:95-d-775958", "name": "Deep Dive into mattpocock/skills", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Cursor 新增 Agent Swarm 多智能体功能属于EP.95", "direction": "in", "id": "item:95-d-812877", "name": "Cursor 新增 Agent Swarm 多智能体功能", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI Engineering Productivity is Anything But Normal属于EP.95", "direction": "in", "id": "item:95-d-11d2bc", "name": "AI Engineering Productivity is Anything But Normal", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "CodeRescue / Agents in the Wild / Supra Cognitive Modes属于EP.95", "direction": "in", "id": "item:95-d-b88e80", "name": "CodeRescue / Agents in the Wild / Supra Cognitive Modes", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D属于EP.95", "direction": "in", "id": "item:95-d-d847c2", "name": "ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "David Vélez / Robin Vince 加入 OpenAI 董事会属于EP.95", "direction": "in", "id": "item:95-d-990454", "name": "David Vélez / Robin Vince 加入 OpenAI 董事会", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Bringing Nunchaku 4-bit Diffusion Inference to Diffusers属于EP.95", "direction": "in", "id": "item:95-d-9c58b4", "name": "Bringing Nunchaku 4-bit Diffusion Inference to Diffusers", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Claude Agent Update属于EP.95", "direction": "in", "id": "item:95-d-9b40eb", "name": "Claude Agent Update", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Loop the Loopies!属于EP.95", "direction": "in", "id": "item:95-d-fa4343", "name": "Loop the Loopies!", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "When Does Muon Help Agentic Reinforcement Learning?属于EP.95", "direction": "in", "id": "item:95-d-a6ec69", "name": "When Does Muon Help Agentic Reinforcement Learning?", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Qwen-Music Technical Report属于EP.95", "direction": "in", "id": "item:95-d-dd3323", "name": "Qwen-Music Technical Report", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Inside Roblox's Bet on World Models属于EP.95", "direction": "in", "id": "item:95-d-ab0a32", "name": "Inside Roblox's Bet on World Models", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "百度发布 30 亿参数 OCR 模型 Unlimited-OCR属于EP.95", "direction": "in", "id": "item:95-d-af2160", "name": "百度发布 30 亿参数 OCR 模型 Unlimited-OCR", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Anthropic 传闻洽购 Physical Intelligence属于EP.95", "direction": "in", "id": "item:95-d-dac156", "name": "Anthropic 传闻洽购 Physical Intelligence", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Grabette: an open system to record robot-manipulation data属于EP.95", "direction": "in", "id": "item:95-d-352da7", "name": "Grabette: an open system to record robot-manipulation data", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Making a Billion Intelligent Machines属于EP.95", "direction": "in", "id": "item:95-d-0d7703", "name": "Making a Billion Intelligent Machines", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Safety and alignment in an era of long-horizon models属于EP.95", "direction": "in", "id": "item:95-d-c81210", "name": "Safety and alignment in an era of long-horizon models", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Causal Models Need Causal Data - Xaira's X-Cell model属于EP.95", "direction": "in", "id": "item:95-d-9ccead", "name": "Causal Models Need Causal Data - Xaira's X-Cell model", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "SpudCell：从零合成、具备完整生命周期的人造细胞属于EP.95", "direction": "in", "id": "item:95-d-71724e", "name": "SpudCell：从零合成、具备完整生命周期的人造细胞", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "RynnBrain 1.1 + Athena-Brain Technical Report属于EP.95", "direction": "in", "id": "item:95-d-bd5914", "name": "RynnBrain 1.1 + Athena-Brain Technical Report", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "This Former Intel CEO Wants to Jumpstart Moore's Law With Light属于EP.95", "direction": "in", "id": "item:95-d-d7f6fe", "name": "This Former Intel CEO Wants to Jumpstart Moore's Law With Light", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "阿里平头哥真武 AI 芯片出货破 56 万片，开源 T-Head SAIL 软件栈属于EP.95", "direction": "in", "id": "item:95-d-86935b", "name": "阿里平头哥真武 AI 芯片出货破 56 万片，开源 T-Head SAIL 软件栈", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI chip startup Etched hits $10.3B valuation属于EP.95", "direction": "in", "id": "item:95-d-040b95", "name": "AI chip startup Etched hits $10.3B valuation", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "NASA Puts Google's Gemma Large Language Model in Orbit属于EP.95", "direction": "in", "id": "item:95-d-1441ec", "name": "NASA Puts Google's Gemma Large Language Model in Orbit", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "How AI helps scientists design the next generation of medicines属于EP.95", "direction": "in", "id": "item:95-d-8757f5", "name": "How AI helps scientists design the next generation of medicines", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "What AI did to stackoverflow in a graph属于EP.95", "direction": "in", "id": "item:95-d-528df1", "name": "What AI did to stackoverflow in a graph", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "The state of open source AI属于EP.95", "direction": "in", "id": "item:95-d-0b6cbb", "name": "The state of open source AI", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI advice made people 3x less accurate but 2x confident属于EP.95", "direction": "in", "id": "item:95-d-0aece3", "name": "AI advice made people 3x less accurate but 2x confident", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Human mathematicians are being outcounterexampled属于EP.95", "direction": "in", "id": "item:95-d-5e5793", "name": "Human mathematicians are being outcounterexampled", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "Why AI Needs a \"Genie Coefficient\"属于EP.95", "direction": "in", "id": "item:95-d-5d81e5", "name": "Why AI Needs a \"Genie Coefficient\"", "status": "derived", "evidence": [] }, { "type": "part_of", "sentence": "AI 'ghosts' can bring comfort — even when they get facts wrong属于EP.95", "direction": "in", "id": "item:95-d-fd629e", "name": "AI 'ghosts' can bring comfort — even when they get facts wrong", "status": "derived", "evidence": [] } ] }