周报
2026-W42 周报精选：独立开发者的日常工作清单；Code, Test, and Deploy on On；mirabarukaso/character_selec
Character Select Stand Alone App with AI prompt and ComfyUI/WebUI API support for waiIllustriousSDXL, waiANIMA and others model
ComfyUI custom nodes for 600+ AI models — Seedance, Kling, Veo3, Flux, HiDream, GPT-image, Imagen4 and more via muapi.ai
The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it.
📌 一句话摘要 作者分享了一天之内处理的包括插件开源、差旅、口播录制及会议准备在内的多项事务。 📝 详细摘要 作者列举了其在非上班状态下的一日清单：包括开源 qiaomu publish 插件并修复 Bug、北京往返天津的长途驾驶、为大会录制口播以及准备两场重要的 AI 相关活动（直播与 GEO 大会）。 📊 文章信息 AI 初评： 76 来源： 向阳乔木(@vista8) 作者： 向阳乔木 分类： 个人成长 语言： 中文 阅读时间： 1 分钟 字数： 165 标签： 商业与创业 , 个人效率 , AI 编程 , 开源项目 , 推文串 阅读推文
AI agents are changing how software gets built. Developers have gone from writing every line of code by hand to directing agents that write most of the code. As a result, the current workflow is split across a laptop, a cloud model API, and a cloud VM. NVIDIA RTX Spark is built f
General Science
Hi HN, I’ve been working on esp32sim, an open-source ESP32 emulator that runs in the browser. The fun part of the demo is that there is no ESP32 involved — the firmware is executing in the emulator. The goal is to make ESP32 software easier to experiment with, test and simulate w
Talk to Claude Code right from your MacBook notch Discussion | Link
We are piloting a new show on Latent Space: High Taste Testers, a variant of our food show where we pull you in to a typical lunch conversation in San Francisco. All your favorite talking points, starting with Dev Day and going into the latest models and assistants, are here: Let
📌 一句话摘要 OpenCode 报告了一起安全事件，因大规模蒸馏攻击影响 1.4% Console 用户，官方通过邮件通知，建议用户更换可能泄露的第三方密钥。 📝 详细摘要 OpenCode 在 10 月 17 日发帖称，前一天晚上发生了一起与大规模蒸馏攻击相关的安全事件，影响 1.4% 的 Console 用户。用户可通过检查邮箱确认是否受影响，未收到邮件则未受影响。受影响用户可能泄露了第三方服务商密钥，需及时更换。OpenCode 正在与 Anthropic、OpenAI、Google 处理事件。 📊 文章信息 AI 初评： 76 来源： 宝玉(@
Every coding agent, every machine, one command center. Discussion | Link
In today’s issue: Meta releases Muse Spark Open Gemini Argon agents beat Minecraft OpenCode 2.0 ships Code Mode NVIDIA launches Nemotron 3.5 Super VL OpenRouter launches Armor for tool calls Claude Platform adds OpenTelemetry traces DeepSeek ships V4.1-Flash-1017 Fish Audio opens
With ia.i, a conversational interface, and the IARA governance platform, Itaú is applying its AI First strategy to customers and employees — in one of Brazil’s most regulated sectors.
Two engineers shipped Stack Overflow for Agents in a few weeks with Codex, and its ChatGPT plugin helped drive up to 10× growth in agent creation.
Anant Kumar builds tools to compare loan valuations and analyze credit agreements, using Codex for code review and faster follow-ups.
Reflection's first open-weight model is now available on Ollama, and free for a limited time only. Beam is designed for software engineering, reasoning, and long-running agentic tasks. Access Beam through Ollama Cloud.
📌 一句话摘要 作者在设计流程中推荐使用 ChatGPT images2 生成设计图，认为其效果优于 Grok 的 imagine，特别是汉字处理方面，并将发布私有 skills 供社区使用。 📝 详细摘要 作者分享了其设计模型更新，推荐使用 ChatGPT 的 images2 进行设计图生成，认为它是目前最好用的出图工具。相比 Grok 自带的 imagine 工具，images2 在中文汉字渲染上表现更稳定。作者使用的是 Codex CLI，并询问社区其他人的生图模型偏好，预告将公开发布这个私有 skills。 💡 主要观点 ChatGPT imag
📌 一句话摘要 分享一套针对豆包和即梦 Seedance 2.0 的全量提示词库。 📝 详细摘要 作者分享了一份包含网上热门 Prompt 的提示词库，专门针对豆包和即梦 Seedance 2.0 模型，旨在帮助用户更好地使用这些 AI 工具。 💡 主要观点 针对性强 提示词库专门针对豆包与即梦 Seedance 2.0 进行优化。 📊 文章信息 AI 初评： 78 来源： LanfAI(@Huahuazo) 作者： LanfAI 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 100 标签： AI 与智能应用 , 提示工程 , 大语言模型
You can now use the generally available Xcode 27 runner image to build and test your Apple applications in GitHub Actions. Previously in public preview, this GitHub-hosted image runs on macOS 27 and includes the Xcode 27 toolchain and Apple SDKs. Xcode-based images Each image sup
AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line. Works with Claude C
Agent skills that give coding agents taste: art direction, reference images and a browser check instead of generic AI pages
Tokio pipeline for serving LLM requests: bounded five-stage flow with dedup, circuit breakers, retries, rate limits and a dead-letter queue in front of Anthropic, OpenAI, llama.cpp or vLLM. REST, SSE, MCP, TUI.
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across global exchanges. Hosted or self-host.
Use your Neovim like using Cursor AI IDE!
Harness LLMs with Multi-Agent Programming
Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.
21 writing rules for AI coding and writing agents. Drop-in for Claude Code, Codex, Copilot, Cursor, and Aider, so their output reads like a tech pro.
The official TanStack CLI - Project Scaffolding, MCP Server, Agent Skills Installation, etc
Anthropic 宣布 Claude 平台上的 Opus 5.5 fast mode 不再处于研究预览阶段，并已移除等待名单。该模式速度最高提升 2.5 倍，定价为 $8 / $40 per million tokens；现已登陆 Microsoft Foundry（Azure 托管），Google Cloud 即将支持。Claude Code 中的 fast mode 保持不变，消耗额外 usage credits。文档见 https://platform.claude.com/docs/en/build-with-claude/fast-mode
arXiv:2610.22298v1 Announce Type: cross Abstract: Large language models (LLMs) can generate differential diagnoses for complex cases, but a useful second opinion must also be factually grounded, clinically coherent, actionable, and safe. We developed a multidimensional benchmark
NVIDIA 宣布 RTX Spark 笔记本正式开售，来自 ASUS、Dell、HP、Lenovo、Microsoft 和 MSI，起价 $2,599。
Hi HN, I've been through many finance tracking apps, starting with Personal Capital, then Monarch, and most recently Copilot. None of them have worked perfectly for my needs. All of these apps tend to model “cash flow” as the net sum of your transactions during a month, yet while
Bluesky is bringing “social vibe coding” to its experimental Attie platform, allowing users to create interactive experiences like games, quizzes, and websites that can tap into the social network's audience.
AI agents offer remarkable productivity gains in complex chip design workflows, but their tendency to generate plausible yet incorrect artifacts makes reliability a major barrier to production adoption. In multistage engineering workflows, an undetected error early in setup can s
arXiv:2610.20921v1 Announce Type: new Abstract: Most debate about releasing capable AI systems treats the choice as binary: keep the model behind an API, or publish the weights. That framing runs together two separate decisions. One is how capable a system may become. The other i
HydraFusion has an updated model pool, improved orchestration workflows, and introduces HydraFusion Max. Both HydraFusion and HydraFusion Max are available across VS Code, the GitHub Copilot app, and GitHub Copilot CLI and remain in research preview. HydraFusion orchestrates mult
arXiv:2610.21482v1 Announce Type: new Abstract: ARTIFICIAL INTELLIGENCE (AI) has demonstrated its potential across a wide range of humanitarian tasks, offering scalable and data-driven solutions to some of the world's most pressing challenges. For instance, in addressing climate
See how Amp pushes the frontier of what agents can do with GPT-6 Astra, Ultrafast, GPT-Live-1, and Sign in with ChatGPT.
arXiv:2610.21538v1 Announce Type: new Abstract: The Agent Status Protocol (ASP) defines a lightweight way for heterogeneous AI agents to report their operational state to a status server, and for observers such as dashboards to receive that state as soon as it changes. Agents pus
arXiv:2610.17832v2 Announce Type: replace-cross Abstract: Materials and chemical optimization must choose the next synthesis, characterization, or high-fidelity simulation from sequential observations under a limited budget. Large language models can use task knowledge to propose
arXiv:2610.21938v1 Announce Type: cross Abstract: An agent that learns a user's preferences from their choices faces a cold start problem: before any choices are observed, it must rely solely on a prior. Informative priors are usually fitted to historical choice data, which new t
arXiv:2610.20675v1 Announce Type: new Abstract: Agents pair reasoning models with harnesses that organize model calls, execute tools, load skill instructions, and retain history in memory. Understanding agent performance requires linking execution conditions to outcomes, behavior
arXiv:2610.21063v1 Announce Type: cross Abstract: AI agents now pause for approval before they send money, delete files or email outsiders, and that approval is usually treated as a second factor. We argue it is one only when compromising the agent cannot produce it and when it n
arXiv:2610.22017v1 Announce Type: new Abstract: Retrieval-augmented generation over text-rich knowledge graphs requires identifying evidence that contributes to answering a question, rather than merely matching its textual content. Existing agentic retrievers adaptively balance g
arXiv:2610.00636v2 Announce Type: replace Abstract: Evaluating AI agents on scientific research tasks is constrained by the time and resources required for the underlying experiments or calculations. In computational materials research, repeating the same expensive simulations ac
arXiv:2609.05090v2 Announce Type: replace Abstract: Evaluation of medical artificial intelligence agents remains predominantly answer-centric, assessing only the correctness of final outputs while overlooking the quality of intermediate reasoning. In clinical settings, however, a
arXiv:2610.21755v1 Announce Type: new Abstract: Large Language Model agents operate through closed-loop action policies whose decision space is defined by an agent harness. We investigate how this operating space shapes agent behavior and policy learning in computer-aided design
📌 一句话摘要 本文作者注意到，包括字节跳动、MiniMax、月之暗面和百度在内的多家中国顶尖 AI 公司，近期均出现了较长时间的无新模型发布期，最长可达半年。这种情况与过去一年中模型迭代快速的节奏形成了鲜明对比，引发了对行业发展现状的思考。 📝 详细摘要 在过去的几个月里，中国 AI 模型的发布速度明显放缓。作者通过查阅资料发现，几家领先的厂商——字节（自 Doubao-Seed-2.1-Pro 后约 4 个月）、MiniMax（自 MiniMax-M3 后约 4.5 个月）、月之暗面（自 Kimi-K3 后约 4 个月），以及百度（自 ERNIE 5
arXiv:2610.18455v1 Announce Type: new Abstract: Rapid advances in artificial intelligence-generated content (AIGC) have significantly promoted using text-to-image (T2I) models to generate images with specific affective intentions. However, the emotional effects conveyed by genera
With GPT-6 Astra and GPT-6.1 Sol, Codex, and Daybreak for cybersecurity, this AI lab builds agents that focus for days and improve with use.
GitHub Actions workflow dependency lockfiles are now in public preview for GitHub Enterprise Cloud, GitHub Enterprise Cloud with data residency, Team, and Free plans. Tags and branches can move after you review a workflow, so a later run might execute different code. Lockfiles le
Krea 3 图像模型现已在 ComfyUI 通过 Partner Nodes 提供，主打基于参考图的生成与编辑。模型强调更快的迭代速度和更低的单张成本，支持按上传顺序引用多张参考图、保持产品标签形状材质不变的前提下修改环境光影构图，并可将生成结果作为新输入继续编辑。
📌 一句话摘要 开源命令行工具 zlib 将 Z-Library 整合进终端，支持极速搜书、Kindle 直推，并可无缝接入 Claude Code 等 AI Agent 实现自动化囤书。 📝 详细摘要 介绍了一个名为 zlib 的开源命令行工具，旨在解决 Z-Library 网页端不稳定的痛点。该工具支持终端搜书、代理配置及 Kindle 自动推送。最核心的亮点是支持 AI Agent 调用，用户可以通过自然语言指令让 AI 完成从检索到推送的全闭环操作。 💡 主要观点 效率极高的终端化操作 通过命令行替代繁琐的浏览器操作，实现搜书、下载、额度查询的一
从正面的手感与显示聊起，再翻到背面看看换图的玩法。 查看全文
📌 一句话摘要 推文讨论了在 AI 部署中，长期微调一个专用模型（如 codex）与临时调用通用模型（如 grok bot）之间的权衡，强调后者在灵活性和成本上的优势，尤其是在快速迭代场景中。 📝 详细摘要 这篇推文通过一个对话形式，探讨了在 AI 部署中两种截然不同的策略：一是投资于长期、深入的微调，将模型像宠物一样从幼苗养成；二是使用通用模型，通过简单的提示词即可完成任务。作者指出，尽管有些任务（如特定的 qubit 校准）可能确实需要专门的调参，但更多情况下，通用模型的'野生'能力已经足够。这种方式既节省了资源，又增加了实验的灵活性，有助于更快地获
📌 一句话摘要 作者利用 Opus 5.5 结合 TTS、ASR、生图、生视频等多模态能力，制作了一个展示不同海外 AI 对中国用户态度差异的小剧场，并开源了完整提示词。 📝 详细摘要 该推文展示了一个由 Opus 5.5 实现的多模态 AI 小剧场作品，通过四个场景对比展示了 Claude、GPT、Gemini 和 Grok 四个 AI 模型对「用户」的不同态度。Claude 表现为拒绝进入，GPT 温和开放，Gemini 热情邀请，Grok 则最为随意豪爽。作品整合了 Qwen3-TTS 1.7B 进行语音合成，实现了完整的多模态体验，作者认为这基本
arXiv:2610.20597v2 Announce Type: replace Abstract: Training language agents is bottlenecked by the high cost of long-horizon rollouts, yet standard agentic reinforcement learning (RL) learns only from a terminal scalar reward, leaving the supervision in intermediate steps largel
Announcing OpenTelemetry traces from Claude Managed Agents, the Messages API, and Claude SDKs on the Claude Platform.
📌 一句话摘要 华语民谣以其朴素的吉他伴奏和真挚的普通话演唱，捕捉了城市中的青春、怀念与漂泊情感，成为普通人生活故事的音乐载体。 📝 详细摘要 华语民谣是一种基于民谣和乡村音乐的创作型风格，主要使用木吉他和口琴等乐器，以普通话演唱。它通过平实而富有情感的歌词，描绘城市生活、青春回忆和离别场景，具有怀旧、温暖和忧郁的特点，适合在咖啡馆或日常生活中聆听。 💡 主要观点 风格特点 华语民谣以其朴素的编曲和真挚的歌词著称，主要使用木吉他伴奏，并可能加入口琴、手风琴或弦乐点缀。节奏松弛，通常在 70-110 BPM 之间，适合叙事性的演唱。 情感主题 这种音乐风格
📌 一句话摘要 Youware 推出 Renoise，可在 Codex 与 Claude Code 中安装，帮助生成视频脚本和分镜，基础功能免费，增值服务收费，体现 AI 编码与视频制作的新趋势。 📝 详细摘要 随着大模型能力提升，Youware 团队发布了 Renoise 产品，可作为插件装载在 OpenAI Codex 与 Claude Code 中，利用 AI Coding 能力生成视频脚本和分镜。调用 AI 生视频和 TTS 需要积分，核心能力以 MCP 形式提供，基础功能免费，增值服务收费，标志着 AI 辅助视频创作进入商业化新阶段。 💡 主要
Secret scanning now detects new secret types from Salesforce, Anthropic, and Cloudsmith, with the new Anthropic secret types blocked with push protection by default. New secret scanning partner Salesforce is now a secret scanning partner. When a provider’s secret is found in a pu
Enterprise applications have become increasingly demanding. Agentic AI has compounded the need for vast amounts of enterprise data with frequent, complex queries across increasingly large datasets. Meeting that demand requires greater data throughput without a proportional increa
arXiv:2610.18874v1 Announce Type: cross Abstract: Agentic robotics places a large language model (LLM) agent in the robot control loop, where it composes perception, motion, and vision-language-action (VLA) tools under the guidance of a memory and thereby generalizes to new tasks
Gemini 4 Argon went GA today, but we already gave it title story 2 weeks ago and most benchmarks, like CursorBench , simply independently confirm their claims. About 20,000 joined AIE NYC today for keynotes from the frontier of AI x Finance, from Anthropic showing how they are bu
Enterprise administrators can now require supported GitHub Copilot clients to retrieve current server-managed settings at startup instead of relying on a cached policy. We are also adding minimum client version requirements to governance-focused managed settings keys over time, s