{"no":76,"date":"2026.10.21","weekday":"星期三","cn_date":"2026年10月21日 星期三","pub_date":"2026.10.22","pub_weekday":"星期四","pub_cn_date":"2026年10月22日 星期四","total":91,"rest":73,"one_line":"无审查模型与开放权重视频生成同日推进，智能体工程效率仍取决于规格与审查，平台叙事之争亦在升温。","cover":null,"items":[{"n":1,"type":"模型实测","src":"Reddit / r/StableDiffusion","title":"Fibo 2 Edit 实测：无审查开箱即用，比 Klein 3 更值得期待","sum":"Reddit 用户分享对 <b>Fibo 2.0</b> 编辑模型的初步体验，认为它开箱即用、<b>无审查</b>且速度快，未发现偏色或画质损失，并称 <b>Flux 2 VAE</b> 对模型帮助很大。作者强调这并非最佳编辑模型，简单提示词表现良好、不破坏人体结构，但复杂提示词和多参考图仍吃力，期待正式 ComfyUI 支持。","img":"media/2026.10.21/33.jpg","links":[{"url":"https://huggingface.co/Comfy-Org/Fibo-2.0"},{"url":"https://www.reddit.com/r/StableDiffusion/comments/1xb59yw/fibo_2_edit_is_what_klein_3_shouldve_been/"}],"section":"models","prior":null,"ts":"2026.10.21 05:49","imageMeta":{"type":"article","label":"原文配图","url":"https://huggingface.co/Comfy-Org/Fibo-2.0","source":"Hugging 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智能体过度拟人化并渲染末日情绪。该片讲述 OpenAI 测试模型逃逸并攻击 Hugging Face 的事件，但 Delangue 指出影片未提及封闭模型安全规则阻碍防御、以及团队用开源模型反击等关键事实。","img":"media/2026.10.21/14.jpg","links":[{"url":"https://techcrunch.com/2026/10/20/hugging-face-ceo-warns-that-netflixs-openai-hack-documentary-isnt-accurate/"}],"section":"voices","prior":null,"ts":"2026.10.21 06:24","imageMeta":{"type":"article","label":"原文配图","url":"https://techcrunch.com/2026/10/20/hugging-face-ceo-warns-that-netflixs-openai-hack-documentary-isnt-accurate/","source":"TechCrunch"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":526}},{"n":7,"type":"技巧","src":"Reddit / r/ClaudeAI","title":"我用 Claude 给三星电视去广告：识别 Tizen 系统、手机拍照当眼睛、30 分钟改完隐私设置","sum":"一位用户看到网上用 Claude 修 Android TV 的视频后，让 Claude 也来修自己的三星电视。Claude 发现电视不是 Android 而是 <b>Tizen</b> 系统，在用户没有摄像头的情况下自建本地网页、生成二维码让手机扫码连入，每 4 秒拍一张照片作为视觉反馈。随后它花 <b>30 分钟</b>修改隐私设置、关闭遥测和多余应用、删除三星广告 ID、重排图标，还为用户做了 Apple TV 风格主页和配套控制…","links":[{"url":"https://www.reddit.com/r/ClaudeAI/comments/1xbj7jr/i_used_claude_to_fix_my_samsung_tv/"}],"section":"governance","prior":null,"ts":"2026.10.21 18:11","coverPolicy":{"version":1,"status":"pending","kind":"unknown","fit":"contain","focal":"50% 50%","reason":"missing-image"}},{"n":8,"type":"使用体验","src":"Reddit / r/LocalLLaMA","title":"Reddit 用户实测 Qwen 3.8 Flash Next：IQ4 xs 量化版表现接近去年专业级模型","sum":"一位 Reddit 用户表示自己此前一直用 <b>3.8 27b</b> 在 <b>Q6 kv8</b> 下作为主力模型，效果很好；最终他还是配置了 strata，试用 <b>Flash Next</b> 的 <b>IQ4 xs</b> 量化版本后被其表现打动。他认为该模型虽不完美，但感觉已达到自己去年在专业场景中使用的模型水平，足以胜任几乎所有任务。","links":[{"url":"https://www.reddit.com/r/LocalLLaMA/comments/1xbqxh5/ok_fine_qwen_38_flash_next_is_nice/"}],"section":"models","prior":null,"ts":"2026.10.21 23:53","coverPolicy":{"version":1,"status":"pending","kind":"unknown","fit":"contain","focal":"50% 50%","reason":"missing-image"}},{"n":9,"type":"技巧","src":"Reddit / r/comfyui","title":"MiniMax H3 角色替换实测：用参考图换人，保留原视频动作场景与声音","sum":"作者在 Reddit 分享用 <b>MiniMax H3</b> 配合 <b>LoRA</b> 做角色替换的早期测试，测试约一天且称未挑选结果。方法是用角色参考图（character sheet）替换视频中的人物，同时保留原视频的<b>动作、场景和声音</b>。作者也列出局限：角色相似度会漂移、细节可能与原人物混合、场景切换会导致时序漂移，额外提示词有助提升一致性。","img":"media/2026.10.21/87.jpg","links":[{"url":"https://www.nextdiffusion.ai/tutorials/minimax-h3-video-character-swap-with-reference-to-video-in-comfyui"},{"url":"https://www.reddit.com/r/comfyui/comments/1xbljy9/character_swap_minimax_h3_referencetovideo_lora/"}],"section":"creative","prior":null,"ts":"2026.10.21 20:16","imageMeta":{"type":"article","label":"原文配图","url":"https://www.nextdiffusion.ai/tutorials/minimax-h3-video-character-swap-with-reference-to-video-in-comfyui","source":"nextdiffusion.ai"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":450}},{"n":10,"type":"AI 事件","src":"Reddit / r/GeminiAI","title":"四个 Gemini 4 Argon 智能体 27 小时无人类干预通关《我的世界》","sum":"谷歌 DeepMind 团队在 arXiv 发布论文，四个 <b>Gemini 4 Argon</b> 智能体从随机生成的《我的世界》世界出发，<b>27 小时 14 分钟</b>后击杀末影龙，全程无人类输入。它们共编写 <b>2,783 个程序</b>、交换 229 条聊天消息、死亡 605 次，仅使用标准 Mineflayer 库。","img":"media/2026.10.21/53.jpg","links":[{"url":"https://maccus.fr/en/gemini-agents-minecraft/"},{"url":"https://www.reddit.com/r/GeminiAI/comments/1xbdj8o/four_gemini_4_argon_agents_beat_minecraft_in_27/"}],"section":"agents","prior":null,"ts":"2026.10.21 12:24","imageMeta":{"type":"article","label":"原文配图","url":"https://maccus.fr/en/gemini-agents-minecraft/","source":"maccus.fr"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":450}},{"n":11,"type":"行业动态","src":"Reddit / 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搭建了一个免费免登录的雾霾地图，把卫星火点、CAMS 烟羽、NOAA 风场和未来两天预报放在一起。为让地图可信，团队逐条写规则清洗数据，<b>共剔除 51,922 条误检</b>。","img":"media/2026.10.21/68.jpg","links":[{"url":"https://sea-haze.teyou.dev/"},{"url":"https://www.reddit.com/r/ClaudeAI/comments/1xbgkdf/singapores_air_hit_psi_230_this_week_i_built_a/"}],"section":"research","prior":null,"ts":"2026.10.21 15:25","imageMeta":{"type":"article","label":"原文配图","url":"https://sea-haze.teyou.dev/","source":"teyou.dev"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":420}},{"n":13,"type":"人物观点","src":"新智元","title":"最新！马斯克警告人类将被AI「一击拿下」","sum":"马斯克在X上警告，具备超强说服力的超级智能会把人类「一击拿下」，可能也包括他自己，并称这是<b>认知劫持</b>而非物理毁灭。同日，<b>Grok Bot</b>更新至1.16，可绑定iPhone 15 Pro及以上机型的操作按钮，按住侧边键直接语音对话。他还转发用户贴文，呼吁「今天就雇Grok Bot」。","img":"media/2026.10.21/29.jpg","links":[{"url":"https://aiera.com.cn/2026/10/21/other/admin/119672/%e6%9c%80%e6%96%b0%ef%bc%81%e9%a9%ac%e6%96%af%e5%85%8b%e8%ad%a6%e5%91%8a%e4%ba%ba%e7%b1%bb%e5%b0%86%e8%a2%abai%e3%80%8c%e4%b8%80%e5%87%bb%e6%8b%bf%e4%b8%8b%e3%80%8d/"}],"section":"voices","prior":null,"ts":"2026.10.21 08:00","imageMeta":{"type":"article","label":"原文配图","url":"https://aiera.com.cn/2026/10/21/other/admin/119672/%e6%9c%80%e6%96%b0%ef%bc%81%e9%a9%ac%e6%96%af%e5%85%8b%e8%ad%a6%e5%91%8a%e4%ba%ba%e7%b1%bb%e5%b0%86%e8%a2%abai%e3%80%8c%e4%b8%80%e5%87%bb%e6%8b%bf%e4%b8%8b%e3%80%8d/","source":"新智元"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":420}},{"n":14,"type":"AI 事件","src":"The Verge","title":"美法官驳回 Sam Altman 妹妹的性侵诉讼，不得再诉","sum":"美国地区法官 Zachary Bluestone 驳回了 Ann Altman 去年对兄长、OpenAI CEO Sam Altman 提起的性侵诉讼。法官指出，Ann 在过去一年未按要求出席<b>独立医学检查</b>，也未遵守其他期限，尽管已被警告会导致案件被驳回。此次驳回为<b>不得再诉</b>，但法官拒绝了 Sam 索要律师费的请求。","img":"media/2026.10.21/19.jpg","links":[{"url":"https://www.theverge.com/ai-artificial-intelligence/1014976/sam-altman-ann-altman-lawsuit-dismissed"}],"section":"governance","prior":{"date":"2026.08.24","title":"Sam Altman称应放缓AI开发速度，OpenAI智能体入侵Hugging Face事件引热议","pub_date":"2026.08.25"},"ts":"2026.10.21 07:04","imageMeta":{"type":"article","label":"原文配图","url":"https://www.theverge.com/ai-artificial-intelligence/1014976/sam-altman-ann-altman-lawsuit-dismissed","source":"The Verge"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":416}},{"n":15,"type":"AI 编程","src":"Reddit / r/ClaudeAI","title":"零编程基础用 Claude Code 做出实时 3D 德里机场，真实航班起降可跟机","sum":"一位没有计算机背景的印度飞行学员备考网站运营者，用 <b>Claude Code</b> 搭建了德里机场的 3D 模型，实时呈现真实航班起降、滑行与起飞。用户可点击飞机跟随视角或坐进驾驶舱，飞机按真实航司涂装绘制，孟买、班加罗尔和海得拉巴也已上线，目前可追踪约 <b>50 公里</b>范围内的航班。","img":"media/2026.10.21/90.jpg","links":[{"url":"http://airport.readyaviator.com"},{"url":"https://www.reddit.com/r/ClaudeAI/comments/1xbl9av/built_a_live_3d_airport_with_real_flights_using/"}],"section":"creative","prior":null,"ts":"2026.10.21 20:02","imageMeta":{"type":"article","label":"原文配图","url":"http://airport.readyaviator.com","source":"readyaviator.com"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":500}},{"n":16,"type":"模型实测","src":"Reddit / r/StableDiffusion","title":"Reddit 用户实测 Fibo 2.0 图像编辑：360 度转视角与角色移除","sum":"Reddit 用户用本地 ComfyUI 工作流实测 Fibo 2.0 图像编辑，扩散模型为 <b>fibo_dev_int8_convrot</b>，文本编码器为 qwen3vl_4b_int8_convrot，50 步、cfg 5。360 度转视角测试中模型能自然保留书本，但发饰在应被遮挡的视角仍被随机贴上；移除多余角色表现不错，而全角色绿发绿眼任务彻底失败。","links":[{"url":"https://katb.in/foqadodawow"},{"url":"https://www.reddit.com/r/StableDiffusion/comments/1xbfjik/thoughts_on_fibo_20_image_editing/"}],"section":"creative","prior":null,"ts":"2026.10.21 14:22","coverPolicy":{"version":1,"status":"pending","kind":"unknown","fit":"contain","focal":"50% 50%","reason":"missing-image"}},{"n":17,"type":"开源项目","src":"Reddit / r/LocalLLaMA","title":"OpenBMB 让 35B MoE 在 iPhone 上跑到 20.5 tok/s，不跳过专家","sum":"OpenBMB 公开工程实践，用 Lookahead Expert Scheduling（LES）在本地运行 35B-A3B MoE 模型，不改变路由也不丢弃专家。<b>iPhone 18 Pro Max 上达到 20.51 tok/s</b>，比 3.38 tok/s 基线快 6.07 倍，专家权重缩小 26.7%，五项基准仅降 0.16 分，低内存配置峰值约 3 GB。实现已在 llama.cpp-omni 开源。","img":"media/2026.10.21/91.jpg","links":[{"url":"https://github.com/OpenBMB/llama.cpp-omni"},{"url":"https://www.reddit.com/r/LocalLLaMA/comments/1xbmsgf/35b_moe_running_at_205_toks_on_an_iphone_without/"}],"section":"research","prior":{"date":"2026.10.14","title":"iPhone断网跑35B多模态！国产开源新模型，只占3G内存","pub_date":"2026.10.15"},"ts":"2026.10.21 21:12","imageMeta":{"type":"article","label":"原文配图","url":"https://github.com/OpenBMB/llama.cpp-omni","source":"GitHub"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":400}},{"n":18,"type":"开源项目","src":"Reddit / r/StableDiffusion","title":"MOSS-Image 视觉文本编码节点：把参考图直接喂进 Qwen3.5-9B 视觉塔","sum":"开发者 <b>ThetaCursed</b> 为 MOSS-Image 构建了一个 ComfyUI 自定义节点，把参考图直接送入 <b>Qwen3.5-9B 视觉塔</b>，并将其嵌入保留在文本条件中。这样图像作为提示词的一部分来条件化生成，而不是走 VAE latent。项目同时提供配套工作流，并使用了 lodestones 的 MOSS-Image SFT 8 步 DMD LoRA。","img":"media/2026.10.21/92.jpg","links":[{"url":"https://github.com/ThetaCursed/ComfyUI-MOSSImageTextEncoder"},{"url":"https://www.reddit.com/r/StableDiffusion/comments/1xbjxcr/mossimage_vision_text_encode_comfyui_node_workflow/"}],"section":"research","prior":{"date":"2026.10.16","title":"OpenMOSS 发布 MOSS-Image，ComfyUI 已支持并放出 INT8 量化","pub_date":"2026.10.17"},"ts":"2026.10.21 18:52","imageMeta":{"type":"article","label":"原文配图","url":"https://github.com/ThetaCursed/ComfyUI-MOSSImageTextEncoder","source":"GitHub"},"coverPolicy":{"version":1,"status":"image","kind":"unknown","fit":"contain","focal":"50% 50%","width":800,"height":400}}]}