{"no":63,"date":"2026.10.08","weekday":"星期四","cn_date":"2026年10月8日 星期四","total":35,"rest":17,"one_line":"Claude Code 与 MiniMax 各自补上工具链缺口，Codex 四千万用户印证付费习惯成形；llama.cpp 登上 Windows 主舞台，本地推理的软硬件合流已难逆转。","cover":null,"items":[{"n":1,"type":"模型发布","src":"模型发布","title":"Claude Code v2.1.293 发布：新增 Claude Haiku 5.5 并修复大量问题","sum":"Anthropic 发布 Claude Haiku 5.5，成为 API 默认 Haiku 模型，支持 1M 上下文，定价 $0.10/$0.50 每 Mtok，超 100K 提示为 $0.50/$2.50。Artificial Analysis 智能指数得 43 分，较上一代 Haiku 一年内提升 26 分，为首个带 effort 设置与自适应思考的 Haiku 模型。","img":"media/2026.10.08/04.jpg","links":[{"url":"https://github.com/anthropics/claude-code/releases/tag/v2.1.293"},{"url":"https://x.com/ArtificialAnlys/status/2107911905822351609"}],"section":"models","prior":null,"ts":"2026.10.08 02:10"},{"n":2,"type":"新模型","src":"Reddit / r/StableDiffusion","title":"MiniMax H3 人物移除 LoRA 发布：可擦除视频指定人物并重建背景","sum":"Akatz Labs 发布实验性适配器 <b>MiniMax H3 Person Remover LoRA V1</b>，可从视频中移除选定人物并用 MiniMax H3 Ref2VA 重建背景。配套 ComfyUI 工作流用 <b>SAM 3.1</b> 跟踪人物、填充绿色遮罩，并以重叠窗口生成替换背景。V1 训练 <b>2,000 步</b>，rank/alpha 为 16/16。","img":"media/2026.10.08/32.jpg","links":[{"url":"https://huggingface.co/akatz-ai/MiniMax-H3-Person-Remover-LoRA?utm_source=chatgpt.com"},{"url":"https://www.reddit.com/r/StableDiffusion/comments/1x0kokb/minimax_h3_person_remover_lora_is_out/"}],"section":"creative","prior":{"date":"2026.08.08","title":"MiniMax开源新一代通用视频模型 MiniMax H3","pub_date":"2026.08.09"},"ts":"2026.10.08 15:31"},{"n":3,"type":"行业动态","src":"行业动态","title":"Codex 与 ChatGPT Work 活跃用户达 4000 万新高，付费账户重置已全部到账","sum":"Tibo 表示，<b>Codex 与 ChatGPT Work 活跃用户达到 4000 万新高</b>，并称付费账户中的重置额度已全部到账。他提到当天的大动作是 Chat 中的 GPT-6，同时把这一天当作小小的庆祝日。","img":"","links":[{"url":"https://x.com/thsottiaux/status/2108040921044639779"}],"section":"agents","prior":{"date":"2026.08.26","title":"ChatGPT Work 新增代用户登录网站能力","pub_date":"2026.08.27"},"ts":"2026.10.08 11:44"},{"n":4,"type":"AI 事件","src":"Reddit / r/ClaudeAI","title":"Claude 五分钟修复 1991 年 DOS 游戏 Bug，让儿子重温童年经典","sum":"一位 Reddit 用户为重温童年游戏 Operation Neptune，在旧 Pentium 75 机器上运行该 DOS 游戏时遭遇死机。他把原始二进制文件交给 <b>Claude</b>，Claude 在 <b>五分钟</b>内反汇编 EXE、定位根因，并应用 <b>3 字节补丁</b>，一次成功。","img":"","links":[{"url":"https://www.mobygames.com/game/4314/operation-neptune/"},{"url":"https://www.reddit.com/r/ClaudeAI/comments/1x06hmp/claude_fixed_a_bug_in_a_dos_game_from_1991_and/"}],"section":"products","prior":null,"ts":"2026.10.08 03:58"},{"n":6,"type":"人物观点","src":"Reddit / r/LocalLLaMA","title":"llama.cpp 登上 Windows 活动大舞台，Gerganov 称软硬件栈终于合流","sum":"llama.cpp 作者 Georgi Gerganov 在 X 上表示，很高兴看到 <b>llama.cpp</b> 出现在今天的 <b>Windows 活动</b>大舞台上。他认为软件与硬件栈终于开始合流，并称社区过去几年的努力得到了体现，期待更多用户拥抱本地 AI。","img":"","links":[{"url":"https://x.com/ggerganov/status/2107908265032229261"},{"url":"https://www.reddit.com/r/LocalLLaMA/comments/1x079wc/llamacpp_on_the_stage/"}],"section":"voices","prior":null,"ts":"2026.10.08 04:25"},{"n":7,"type":"产品更新","src":"产品更新","title":"Anthropic 为 Claude Max 和 Team 套餐推出月度 Platform API 额度","sum":"Anthropic 宣布为 <b>Claude Max 和 Team 套餐</b>推出月度 Claude Platform API 额度：Max 5x 为 <b>100 美元</b>，Max 20x 为 <b>200 美元</b>，Team 最高 <b>500 美元</b>且可池化共享。额度适用于任何模型，包括 Haiku 5.5，可在自有代码或第三方工具中使用。","img":"","links":[{"url":"https://x.com/ClaudeDevs/status/2107895957933408429"}],"section":"models","prior":{"date":"2026.09.05","title":"Claude Max 订阅方案全体用户每周额度获重置","pub_date":"2026.09.06"},"ts":"2026.10.08 02:08"},{"n":8,"type":"新模型","src":"机器之心","title":"视频DeepSeek时刻？Vidu Q4 Preview背后的效率账与世界模型底气","sum":"生数科技推出视频模型 <b>Vidu Q4 Preview</b>，主打人物演绎、镜头语言与复杂视效，首发价格 <b>0.09 元/秒起</b>。它支持最多 15 张参考图、参考音色输入及 2K、4K 输出，图生视频速度约为同类模型 2 倍，5 秒视频最快约 110 秒完成。","img":"media/2026.10.08/37.jpg","links":[{"url":"https://jigou.jiqizhixin.com/articles/2026-10-08-11"}],"section":"creative","prior":null,"ts":"2026.10.08 21:30"},{"n":9,"type":"论文","src":"Reddit / r/MachineLearning","title":"Nvidia 论文被 ICML 收录为 spotlight，发帖者称代码存在多处 bug","sum":"发帖者称 Nvidia 的 DreamDojo 基于 Cosmos 2.5，用约 <b>44k 小时</b>人类数据预训练，但 Table 4 仅比 Cosmos 2.5 提升约 <b>0.5 dB PSNR</b>。其同事借助 Claude 发现后训练代码有 bug，GitHub issues 中另有两个影响预训练的 bug 被报告。","img":"media/2026.10.08/27.jpg","links":[{"url":"https://dreamdojo-world.github.io"},{"url":"https://www.reddit.com/r/MachineLearning/comments/1x0i6b5/nvidias_erroneous_paper_accepted_as_icmls/"}],"section":"agents","prior":{"date":"2026.10.03","title":"Percepta 发布 Spotlight 架构：把智能与记忆分离，模型权重不变也能长本事","pub_date":"2026.10.04"},"ts":"2026.10.08 12:58"},{"n":10,"type":"AI 事件","src":"Reddit / r/artificial","title":"游戏粉丝译者称 AI 翻译质量超过自己，删除 3 年翻译成果","sum":"一位粉丝译者在投入 <b>3 年</b> 时间后宣布放弃该项目。他近期认真试用 AI 翻译补丁，发现效果远超预期，甚至开始用 AI 输出校对<自己的译文，最终承认 AI 译文优于自己的人类翻译。由于无力自费用 AI 重做整个项目，他决定删除所有翻译文件，不再回头。","img":"","links":[{"url":"https://ayana0720.wordpress.com/2026/10/07/update-3/"},{"url":"https://www.reddit.com/r/artificial/comments/1x0f99n/video_game_fan_translator_says_ai_output_is/"}],"section":"products","prior":null,"ts":"2026.10.08 10:22"},{"n":11,"type":"AI 事件","src":"Reddit / r/ClaudeAI","title":"Claude 15分钟逆向 Maono DGM20 麦克风，做出 Linux 开源驱动","sum":"用户买下 Maono DGM20 麦克风后发现官方软件仅支持 Windows，于是请 <b>Claude</b> 逆向其代码，让它在 Linux 上可调设置。Claude 先查看麦克风通过 USB 暴露的接口，随后用户又要求做成服务、加 WebUI 和安装器，最终项目已开源。","img":"","links":[{"url":"https://a.co/d/0cQ5rAWm"},{"url":"https://www.reddit.com/r/ClaudeAI/comments/1x0rb0e/opus_reverse_engineered_my_brand_new_maono_dgm20/"}],"section":"research","prior":null,"ts":"2026.10.08 21:44"},{"n":12,"type":"人物观点","src":"Reddit / r/singularity","title":"Scott Aaronson 谈「数学末日」：理论计算机科学家直面被 AI 淘汰的现实","sum":"Reddit 用户分享 Scott Aaronson 关于「Mathocalypse（数学末日）」的文章，鼓励大家阅读全文。发帖人表示，看到一位<b>身处被 AI 淘汰前线的理论计算机科学家</b>如此清醒地面对现实，令人耳目一新，也更容易对其产生共情，因为对方<b>没有诉诸例外论</b>。","img":"","links":[{"url":"https://scottaaronson.blog/?p=10169"},{"url":"https://www.reddit.com/r/singularity/comments/1x0ebzb/scott_aaronson_on_the_mathocalypse/"}],"section":"voices","prior":null,"ts":"2026.10.08 09:35"},{"n":13,"type":"开源项目","src":"Reddit / r/ClaudeAI","title":"Ponytail 5 重写发布：让编程 Agent 像资深开发一样只做最小完整改动","sum":"作者 DietrichGebert 从零重写了开源技能 Ponytail 5，让编程 Agent 像资深开发一样用最小完整改动替代冗余代码。新版规则长度减半，并重做 review 与 audit 两个命令，基于 <b>5,900+ 次 Claude Code 基准会话</b>验证，代码量减少 <b>53%</b>、耗时减少 41%、成本减少 26%。","img":"media/2026.10.08/38.jpg","links":[{"url":"https://github.com/DietrichGebert/ponytail"},{"url":"https://www.reddit.com/r/ClaudeAI/comments/1x0hhg6/update_i_rebuilt_ponytail_my_lazy_senior_dev/"}],"section":"agents","prior":null,"ts":"2026.10.08 12:19"},{"n":14,"type":"新模型","src":"Reddit / r/GeminiAI","title":"多方爆料称 Gemini 4 今日发布，内部已接入 AI Studio","sum":"Reddit 帖称多个渠道支持 <b>Gemini 4 即将发布</b>的说法：Kaggle 需先验证才能看到 AI 基准测试沙盒，GitHub 上 googleapis/python-genai 出现相关 PR，且该模型<b>已在内部加入 AI Studio 和 Antigravity</b>。发帖人表示最信任的爆料者 Lyra 也确认了这一消息。","img":"media/2026.10.08/39.jpg","links":[{"url":"https://github.com/googleapis/python-genai/pull/3073"},{"url":"https://www.reddit.com/r/GeminiAI/comments/1x0kb8s/gemini_4_is_coming_today_or_tmr_depending_on_your/"}],"section":"models","prior":null,"ts":"2026.10.08 15:07"},{"n":15,"type":"开源项目","src":"开源项目","title":"Unsloth 开源教程：本地训练 Qwen3.5 0.8B 决策模型，准确率从 20.7% 提升至 74.3%","sum":"Unsloth AI 宣布可在本地训练自己的决策模型，把 Qwen3.5 0.8B 在 3 项决策基准上的综合准确率从 <b>20.7% 提升到 74.3%</b>，且只需 <b>4GB 显存</b>。方法是用 Unsloth 加 LoRA（r=64）微调一个 Clef head，训练一个 epoch，下游准确率从 30–37% 提升到 78%。相关代码与教程已在 GitHub 和官方文档开放。","img":"","links":[{"url":"https://x.com/UnslothAI/status/2107868866361930236"}],"section":"research","prior":null,"ts":"2026.10.08 00:21"},{"n":16,"type":"新模型","src":"新模型","title":"GPT-6 Luna Decisions 上架 OpenRouter","sum":"OpenRouter 宣布 <b>GPT-6 Luna Decisions</b> 已上架 OpenRouter。该模型基于 OpenAI 的 Decisions API，可让应用选择模型、工具或动作，支持文本、JSON 或图像输入并返回带概率的类型化答案，<b>输入 $0.10/M、输出免费</b>，<b>1M 上下文</b>。OpenAI 开发者账号称 Decisions API 已面向所有开发者公开测试，决策速度比 GPT-6…","img":"","links":[{"url":"https://x.com/OpenRouter/status/2107929204142874759"}],"section":"models","prior":null,"ts":"2026.10.08 04:21"},{"n":17,"type":"开源项目","src":"开源项目","title":"Perplexity 开源 pplx-embed-v2-late 多模态 late-interaction 嵌入模型（9B 与 0.6B）","sum":"Perplexity 开源 <b>pplx-embed-v2-late</b>，这是面向文本与图像的多向量嵌入模型，提供 <b>9B 和 0.6B</b> 两个版本，共用一个嵌入空间。9B 可用于索引多模态数据，0.6B 可在设备端查询，还能在无 OCR 情况下搜索 PDF 页面。","img":"","links":[{"url":"https://x.com/AravSrinivas/status/2107871834205196784"}],"section":"research","prior":{"date":"2026.08.24","title":"英伟达押注 Perplexity，但它真的值 300 亿美金吗？","pub_date":"2026.08.25"},"ts":"2026.10.08 00:33"},{"n":18,"type":"产品发布","src":"产品发布","title":"Google 发布 Developer Knowledge API 生态，为 AI 智能体提供官方文档检索","sum":"Google 发布 <b>Developer Knowledge API 生态</b>，为 AI 智能体和开发工具提供 Google Cloud、Firebase、Android 等官方文档的程序化检索。该 API 提供语义与关键词搜索、文档分块和基于官方文档的问答，并配套 gcloud CLI、agent skill、API Explorer 和多语言客户端库。","img":"media/2026.10.08/08.jpg","links":[{"url":"https://developers.googleblog.com/supercharge-your-development-with-the-google-developer-knowledge-api-ecosystem/"}],"section":"agents","prior":null,"ts":"2026.10.07 08:00"}],"pub_date":"2026.10.09","pub_weekday":"星期五","pub_cn_date":"2026年10月9日 星期五"}