周报
2026-W41 周报精选：Show HN: Convertix – A free,；Hackers abuse Google Ads, Bi；I bet AI would invent its ow
🎬 2000+ curated Seedance 2.0 video generation prompts — cinematic, anime, UGC, ads, meme styles. Includes Seedance API guides, character consistency tips, and advanced video workflows.
AI-powered Xiaohongshu/Rednote content creation and publishing tool with PyQt desktop UI, FastAPI service, login-state reuse, preview publish, and automated browser workflows.
Starting today, Claude Cowork and chat are merging into one Claude. Bring a quick question, or hand over a report due at noon, and Claude takes it from there, even after you’ve closed your laptop. It’s rolling out on Pro and Max plans over the next few weeks, with more plans to f
This update brings more control over default models and MCP server in GitHub Copilot for JetBrains. It also makes diagnostics easier to address, improves chat navigation and account controls, and strengthens reliability across agent sessions, customizations, and worktrees. What’s
This week’s updates make Copilot easier to use across accounts and environments, with more control over what agents can access and how you manage their work. GitHub Copilot Claude Haiku 5.5 is available to Copilot Pro, Pro+, Max, Business, and Enterprise users. Limit agents’ acce
📌 一句话摘要 今日 SaaS 产品热度榜中，AI 图片/视频（171 款）与效率办公（169 款）几乎并驾，前者多为短期套壳，后者反映工作流重构潮流，其中 Claude 衍生生态工具表现突出。 📝 详细摘要 本篇推文深入分析了当日 SaaS 产品发布动态，揭示了两个主要趋势：一是大量速成套壳产品，尤其是围绕文生图、图生视频的垂直工具，借助社媒热点实现短期变现；二是生产力工具领域进入工作流重构阶段，效率办公（169）、开发者工具（138）和 Agent/自动化（120）成为绝对主力，其中基于 Claude 的衍生工具（10 款）尤为活跃，反映了 AI 对
Control WS2812B and many more types of digital RGB LEDs with an ESP32 over WiFi!
An MCP server for frontierroles.com, a board of about 3,500 AI engineering roles pulled nightly from employers' own applicant tracking systems, with tools to search roles. No account or API key needed: https://mcp.frontierroles.com/mcp
Using GPT-6 Astra in Codex, Asana made its browser agent 76x cheaper and 5x faster in tests to offer customers more capable models.
arXiv:2609.39607v2 Announce Type: replace-cross Abstract: Skills extend an agent's capabilities by injecting instructions and information into the context, and are widely used by agents such as OpenClaw and Claude Code. Prior work shows third-party marketplaces host malicious ski
As you can see in the AINews X recap section below, everyone on earth has cloned the Jev API, but only one company can ever create the category. TypeSafe announced their “ Series AI ” and Sequoia “ leaked ” that they crossed 100M ARR in their first week. @a16z \n\nit's been 3 wee
Open-source video editor you run by chatting with AI agents Discussion | Link
arXiv:2610.12449v1 Announce Type: cross Abstract: Bifurcations are ubiquitous in physical systems, from structural buckling to fluid and climate dynamics, yet they remain largely unexplored in deep learning. At a symmetry-breaking bifurcation, a single input admits multiple equal
Across recruiting, engineering, and operations, Oracle turns specialist knowledge into fast, repeatable workflows with ChatGPT Work and Codex.
In today’s issue: Anthropic ships Claude Haiku 5.5 Google launches the Gemini agent Mistral previews Large 4 OpenAI opens the Decisions API Meta and Sierra propose Personal Agent Protocol Devin gets Memory and Dreaming Reflection unveils Beam open model GPT-6 brings Intelligent U
The NVIDIA KGMON team placed second in the KDD Cup 2026 Data Agents competition with a system built around a simple idea of making an agent’s harness smaller, clearer, and easier to verify. The competition asked agents to answer natural-language questions over heterogeneous data
When you think of robotics and AI, you probably first think of full humanoid robots like Figure’s AI-powered machines and 1X’s NEO home robots . Those may well be the future, but arguably more important in 2026 is industrial robots — which are typically not humanoids. Standard Bo
📌 一句话摘要 Midjourney 网页版访问量从 2025 年 9 月的 1740 万骤降至 2026 年 9 月的 870 万，降幅达 50%。 📝 详细摘要 提供 Similarweb 网站数据的具体实例，验证单一功能 AI 应用流量缩水的判断，以 Midjourney 为案例说明其网站访问下降了 50%。 📊 文章信息 AI 初评： 82 来源： AI Will(@FinanceYF5) 作者： AI Will 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 129 标签： AI 与智能应用 , AI 产品与应用 , 数据科学 ,
Discover how Sophos uses OpenAI’s Daybreak to cut cyber-threat investigation time by 96% and automate 52% of MDR cases while preserving human oversight.
Hello! I built Flopper to make it easier to compare GPUs and understand the tradeoffs for workloads for AI and beyond. When researching GPUs from say Nvidia, AMD, and Huawei, I kept running into the same problem: specs were scattered across datasheets, and matching them to availa
The general system of record for AI agents Discussion | Link
📌 一句话摘要 一位开发者分享了近期参与制作的开源网站（Paper Mono）的设计草稿和成品对比，赞赏了团队的设计工作并提供了项目链接供进一步探索。 📝 详细摘要 这条推文是关于一个具体的开源项目——Paper Mono。作者不仅展示了从设计构想到最终网页实现的具体示例，还表达了对设计团队能力的赞扬。该项目旨在帮助开发者更快速地阅读和理解科研图纸，而作者的分享则为这个实用工具的设计过程提供了幕后视角。 💡 主要观点 设计稿与成品对比 推文中的链接显示了设计团队早期创建的线框图/草图，以及它们如何演变为最终的网站界面。这为读者提供了一个具体示例，展示了在
📌 一句话摘要 本文档建议更新 Claude Code 的上下文长度设置，删除旧的 1M disable 标记，并启用自动压缩功能，以优化模型运行时的性能和内存使用。 📝 详细摘要 在对 Claude Code 的最新更新后，原先用于禁用 1M 上下文长度的配置已经不再有效，反而会限制最大长度降至 200k。因此，建议删除该设置。同时，为了更好地管理过长的对话历史，可以开启并适当调参 autocompact 功能，将上下文长度限制在 300-400k 范围内，以避免超出模型能力范围。 💡 主要观点 删除过时的禁用 1M 上下文配置 当前的 Claude
Investigating unintended model actions in our evaluations and internal use
Anthropic is adding dynamic workflows to Claude Managed Agents, letting a lead agent distribute tasks across up to 1,000 sub-agents at once. In testing, a single agent found at most 27 of 70 hidden bugs in a codebase, while the multi-agent workflow consistently caught 66. The art
arXiv:2610.11118v1 Announce Type: new Abstract: The next frontier for artificial general intelligence is tackling unresolved scientific problems, calling for benchmarks that assess progress beyond established knowledge. We introduce OpenProblemBench, a benchmark of 82 unresolved
OpenAI's annualized revenue rate sits at about $50 billion, well below the initially reported $70 billion figure that was based on a different accounting method. The correction sent chip stocks sliding. Meanwhile, OpenAI is negotiating at least $30 billion in fresh capital at a $
Release: ttok 0.4 ttok is my CLI tool for counting tokens, using OpenAI's open source tiktoken library. It hasn't been in updated in a couple of years, but I finally fixed a Click warning, updated CI, and added a --list-models command to list available models. It works with uvx ,
📌 一句话摘要 作者耗时两年，精心搜集并筛选出 32000 部抖音头部小姐姐的高清切片，每一部都保证质量，可随时观看。 📝 详细摘要 这是一条推广消息，介绍了一位作者历时两年，从全球范围搜集整理而来的大型抖音视频切片库。该库包含 32000 部精选作品，每一部都经过了严格的质量把关，旨在提供高质量的视觉内容。 📊 文章信息 AI 初评： 70 来源： Cevenif(@cevenif) 作者： Cevenif 分类： 生活文化 语言： 中文 阅读时间： 1 分钟 字数： 98 标签： 生活与文化 , 旅行与文化 , 饮食文化 , 摄影 , 视觉艺术 阅读
Anthropic 发表对 Block AI capabilities 负责人 Bradley Axen 的访谈，介绍 Block 用 Claude Fable 5 编排大规模代码迁移：Fable 做数据模型、API 规格等高层设计，再调度数十个更小的 Opus 或 Sonnet 模型执行文件修改和测试，一次迁移可能合并上千个 pull request。
Google AI Edge has introduced ML Drift, a high-performance, universal GPU compute framework designed to accelerate on-device AI and machine learning inference. By abstracting the complexities of hardware and low-level APIs—including OpenGL ES, OpenCL, Metal, and WebGPU—ML Drift e
How do you keep improving an AI agent after the first 80%, once it serves real production traffic and silent quality regressions return HTTP 200 OK? We are open-sourcing AQuA (Ambient Quality Agent), a reference implementation that runs beside your production agent in Google Clou
📌 一句话摘要 推文称 Grok Bot 可自主搜索、阅读并持续监控 X（行业动态、品牌评价、投诉、竞品），24 小时运行并每日早报，已含在现有付费套餐。 📝 详细摘要 「Grok Bot 刚刚成了最便宜的 X 研究分析师。」可自主搜索、阅读并持续监控：行业在发生什么、用户如何评价品牌、投诉扩大前发现、追踪竞品发布/趋势/爆款；24 小时运行，每天早上自动生成简报，且已包含在现有付费套餐中。 💡 主要观点 持续监控 X 行业、品牌评价、投诉、竞品。 早报自动化 24 小时运行，每天早上出简报。 套餐内含 称已包含在现有付费套餐。 💬 文章金句 Grok
📌 一句话摘要 AI 原生影视公司 Utopai Studios 通过自研模型 Utopai X 和 PAI 制片平台，将 AI 作为生产力工具融入好莱坞工会及传统影视交易体系，探索出一条由人类主导创意、AI 重构长片生产基础设施的全新商业与制作路径。 📝 详细摘要 本文详细介绍了全球最大的独立 AI 原生影视公司 Utopai Studios 的发展现状与商业模式。Utopai 避开了单纯卖模型的工具路线，选择直接参与内容生产，通过自研的 Utopai X 视频生成模型和 PAI 制制片智能平台，解决长片制作中角色与画面连续性的痛点。其多部作品如《Sp
Launching an opt-in vulnerability-finding service for open-source software