周报
2026-W44 周报精选：Anthropic takes steps to blo；kajisho5/ffmpeg-skill；Build Specialized Agents on
Local video editor for coding agents: 42 FFmpeg tools with a machine-readable contract and an MCP server, for Claude Code, Cursor and Codex. Cut, captions, reframe, loudness, platform exports. No cloud, no API keys.
Building an autonomous agent requires a model, a harness, and domain-specific tools. To deploy an agent more securely, developers need a runtime that enforces policies, along with optimization and observability tools for reliable execution. For production agents, the challenge li
Mark Zuckerberg's Meta made AI look so stinking cute by giving it a squishy little face - and this holiday season, he wants to sell you a Muse Charm so you can carry your jolly AI helper around like a Tamagotchi. But I won't be buying one, because we have Muse Charm at home . It
📌 一句话摘要 MovieFlow 创始人梁巍将 16 年的电影工业经验封装成 AI 智能体，让普通人也能轻松创作高质量视频，推动内容生产从精英垄断走向全民参与。 📝 详细摘要 梁巍，前电影制片人，现为 AI 视频平台 MovieFlow 的创始人。他将复杂的电影制作流程拆解为多个智能体，通过多模态大模型的协同，让用户只需输入简单构想即可生成连贯的视频内容。这一创新不仅降低了创作门槛，还显著提高了生产效率，为影视行业带来了新的可能性。 💡 主要观点 多智能体协同是核心竞争力 MovieFlow 通过将剧本、分镜、摄影、灯光等环节拆解为独立的 AI 智能体
LLM observability for AI agents Discussion | Link
📌 一句话摘要 本文全面梳理了 AI 自进化（RSI）的最新进展，从机构实践到理论定义，再到具体实现路径，涵盖 Artifacts、Harness 和 Model 三个层面，并重点分析了 Harness 工程如何成为 RSI 的突破口。 📝 详细摘要 AI 自进化（RSI）是当前人工智能领域的热点话题，指的是模型能够自主地优化自身或其运行环境。本文首先介绍了 OpenAI、Anthropic、腾讯、MiniMax 等机构在 RSI 方面的实际成果，例如 OpenAI 的 RSI Index 和 Anthropic 的代码自动化。接着，作者提出了一个清晰的
See how you really vibe code with Claude Code & Codex Discussion | Link
AI is expanding beyond the data center as developers build a new generation of agents to act at the edge: monitoring driver attention and cabin conditions, helping robots understand their surroundings and plan tasks, and coordinating fleets of machines on production lines. These
📌 一句话摘要 本文深入探讨了 AI 编程 Agent 的核心架构，强调了 Harness（执行框架）在决定 Agent 实际表现中的关键作用，并分析了开源社区和官方解决方案的最新进展。 📝 详细摘要 随着大模型能力的趋同，Harness 成为区分优秀与普通 Agent 的决定性因素。文章通过具体案例（如 Can Bölük 的 Hashline 实验）展示了优化编辑工具如何显著提升成功率，并介绍了 Oh-My-* 生态中各项目的创新功能。同时，分析了 Anthropic 的 Claude Managed Agents，其通过解耦 Brain、Hands
Teams building AI applications need a repeatable path from a model configuration to a working inference endpoint. NVIDIA Dynamo is a distributed inference framework that coordinates model serving across GPU workers. Deploying it on Kubernetes is only a first step. A successful mo
Google 于 10 月 30 日宣布 Gemini API 的 Computer Use 工具正式可用（GA），覆盖 Interactions 和 GenerateContent 两套 API。
414 art-style prompts as a ComfyUI node with live preview + a split-slider gallery to SEE the whole library on one subject 💅
MCP server for Home Assistant — 323 tools across 29 domains: entities, automations, dashboards (sections-aware), Card Builder, energy, ESPHome/LVGL, HACS, Supervisor, git config versioning, BM25 tool search, aggregated s
tl;dr: Agents can play Pictionary. You can connect your own agent, or just watch a game in progress here: https://sketch.wakeshift.ai/games/q5ucru Hi folks! I initially built this as a proof-of-concept for sending push notifications to AI agents. Watching the agents play Pictiona
arXiv:2610.39438v1 Announce Type: new Abstract: Reliable local search is essential for LLM agents to support everyday decisions and longer plans by finding places that meet users' needs at given times and locations. Yet existing benchmarks provide limited coverage of whether sear
arXiv:2610.39377v1 Announce Type: new Abstract: LLM agents increasingly carry out multi-turn tasks across everyday applications, yet users often see only the agent's report rather than the observations, API calls, and state changes behind it. Existing deception benchmarks have st
原作から脚本・画像生成・組版・PDF出力まで進める、Codex向け漫画制作ツール
📌 一句话摘要 ComfyUI 联合创始人 Yoland Yan 公开回应 Higgsfield 的律师函，声称挑战赛将继续，强调开源社区的胜利，并指出 Higgsfield 曾承诺开源但未兑现。 📝 详细摘要 该推文详细阐述了 ComfyUI 与 Higgsfield 之间的法律冲突，起因是 ComfyUI 发起了一项'Open Source Higgsfield'挑战赛，旨在重建封闭平台的应用。Higgsfield 发出律师函要求停止，而 Yoland Yan 表态将继续进行，强调开放源代码的原则。 💡 主要观点 Higgsfield 发送律师函 H
OpenAI will honor a shared robots.txt signal to help website operators communicate their AI training preferences to participating providers.
OpenAI is strengthening violence prevention in ChatGPT with expanded safeguards, earlier interventions, and a new commitment to public safety reporting.
We’re adding IP ranges for GitHub webhook deliveries on github.com. The Meta API now includes these additional ranges in the hooks field. If you maintain a static network allowlist for incoming webhook deliveries, add these CIDR prefixes alongside your existing webhook IP ranges
arXiv:2609.19906v2 Announce Type: replace-cross Abstract: Closed-loop robot policies require observation processing, state management, and situation-dependent branching, making them costly to design and tune manually. Although coding agents increasingly support control-code gener
arXiv:2610.38252v1 Announce Type: cross Abstract: Music audio generation spans instrumental clips, full songs with vocals, edits of existing recordings, and systems that play alongside a musician in real time. This monograph explains the methods behind these systems for readers f
arXiv:2610.40556v1 Announce Type: new Abstract: Clinical genomic analysis requires experts to integrate evolving guidelines, databases, and computational evidence. As sequencing has become increasingly accessible, this complex and labor-intensive process has become a major bottle
Run rs-matter on Espressif chips with ESP IDF
Your smart lights show when Claude Code or Codex needs you. Discussion | Link
Mosaico for CiviCRM gallery manager
See what every AI coding agent is doing, with whatever is waiting on you at the top. A Claude Code plugin that also follows Codex, Gemini CLI, Cursor, OpenCode, Grok Build, Hermes Agent and Muse Code.
50x your Claude usage with cheap-ag. Opus plans, a dirt-cheap model writes every line, and tests decide what ships. Your $20 plan stops hitting limits. One MCP server for Claude Code.
Canto Arte Mosaico é um site institucional desenvolvido para o artesão Fernando Paraboli, especializado em mosaicos artísticos. O site apresenta um design responsivo, utilizando Bootstrap 3, jQuery, Owl Carousel e AOS pa
🌃 Capri — Edgerunners-inspired AI agent for your desktop. Works with Claude Code, Codex, Antigravity & more.
Give a local AI coding agent a remote hand over SSH: the brain stays local while an SSH tentacle reaches into a remote Linux server to read/run/diagnose, behind tiered safety. Reverse Remote-SSH, packaged as a Claude Cod
Brightspace D2L MCP server for Claude, ChatGPT, Cursor and Copilot. Knows what you already handed in, so it only tells you what is actually left. Due dates, grades and course files at any school with normal SSO sign-in.
SentinelX agent: outbound-only agent that exposes your Linux, macOS, and Windows servers as MCP tools to Claude.ai and ChatGPT
Job Search MCP for finding remote jobs with Claude, Cursor, or any AI agent. Search listings, read descriptions, compare roles, and find where to apply.
Custom nodes pack for ComfyUI This custom node helps to conveniently enhance images through Detector, Detailer, Upscaler, Pipe, and more.
Vibe coding with esp-mosaico targeting a microbit
It’s a quiet day, so as we have done once per conference, we’ll do a behind the scenes look at AI Engineer , now serving 6M views a month for 1.8M monthly unique viewers . CODE is the last flagship AIE of the year (there are also 2 partner conferences coming up - AIEi Shanghai ta
I bought a no-name "DQ10" Android TV stick (Allwinner H618) and asked Claude Code to "reflash it with clean firmware and make it safe". About two days later: the stick runs mainline U-Boot + Armbian (kernel 6.18.53) from its own eMMC; the factory Android is completely wiped, and
OpenAI, Google, Microsoft, and Anthropic say they will adopt a new standard that publishers can use to opt out of being scraped by AI, as reported earlier by Search Engine Roundtable . With this control, publishers can apply their AI training preferences across multiple AI compan
Ropes & Gray is developing AI for transactional diligence with OpenAI. Lawyers review grouped documents, summaries, and reports before advising clients.
The ChatGPT desktop app is now available on Amazon Bedrock in AWS GovCloud (US) , providing access to OpenAI’s frontier models through two components. Work completes complex, multi-step tasks and delivers review-ready results, and Codex is a coding agent for developing, testing,
A new startup called &Truth is joining the race to automate formal verification, a painstaking process that uses math to prove software works as intended.
API credits benefit for eligible ChatGPT subscriptions Earlier this month Anthropic announced a generous new benefit for their Max and Team subscriptions: $100, $200, and $500 per month subscribers would get the equivalent quantity of (expiring) credits to use with the Anthropic
As an engineer-focused newsletter we only very rarely let financial stories through (our last example was Jan 2025 ), but when this is about the future of Google and Google Search , with a recently departed AI leadership, you cannot not care. At its heart is the tension between o
The music layerfor your AI stack Discussion | Link
OpenAI’s updated Model Spec outlines five core values to guide more capable AI toward sound judgment, human agency, and faithfulness to human intent.
See Google A2Ui in action! Learn how to natively render agentic UIs across Langchain, AWS Strands, Microsoft agents, and Google ADK using CopilotKit SDKs for A2UI.
How I Built the Most AI-Pilled Company in the World Don't be put off by the clickbait headline, this piece by Jacob Sansbury describing how they are building Spawn is a fascinating exploration of the bleeding edge of what's possible with agentic engineering against frontier model
korean solo dev, bad english so translator help me. making WW2 tank RTS with claude code since may. yesterday on r/RealTimeStrategy people said it looks like Gates of Hell, made me happy. but every post gives only 1 to 3 wishlists. i dont know if my editing is bad or nobody is in
all ComfyUI http/ws APIs. support NodeJS / Browser environments. and advanced programmable workflow.
Draw and edit draw.io diagrams by chatting with an AI. Web app, desktop app, and an MCP server for Claude Code, Cursor, Codex and VS Code.
arXiv:2610.33178v2 Announce Type: replace Abstract: Coding agents are moving from handling one request at a time to serving as persistent assistants to which users hand a stream of work: a build, a data-processing job and a bug fix may all be pending on the same machine at once.
arXiv:2610.36229v1 Announce Type: cross Abstract: AI coding agents such as Claude Code, GitHub Copilot coding agent, and Cursor now commit directly to open-source repositories. Empirical studies of these agents identify their commits through authorship signatures, such as bot acc
📌 一句话摘要 DeepSeek 开源了 Agent 框架 Harness，通过 Workflow 编排和插件化设计，允许用户组织多个 Agent 协作完成复杂编程与办公任务。 📝 详细摘要 DeepSeek 发布了开源 AI Agent 框架 Harness，其核心理念是“Agent = Model + Harness”。该框架支持通过 Workflow 工具实现多个 Agent 协同工作，并允许灵活切换底层模型（如 DeepSeek， Claude， OpenAI）。用户可以通过 Creator 模式通过对话创建自定义 AI 插件。文章详细介绍了 H
You can now generate and edit images using natural language in GitHub Copilot. When you ask for an image, your selected reasoning model calls a dedicated image-generation tool powered by GPT Image 2.5 Flare, previews the result inline, and saves it to your project. Previously, ge
The MPC Sample Key looks like the MPC Sample just with keys instead of pads. | Image: Akai The MPC Sample Key isn't even formally announced yet, but Akai is already showing off what the modding community is cooking up through vibe coding. Akai has decided to embrace the explosion
Use claude code to build analytics widgets for your notch Discussion | Link
We have an ADDS 4000/260 old-school terminal at our Atuin office. You talk to it over serial, sending it characters to render. Note this isn't a monitor---it's literally a tiny computer that listens for serial IO and then renders the characters it receives over serial. We wired i
Enterprises working with a GitHub or Microsoft account team can now get Copilot included with GitHub Enterprise for every licensed user. Previously, you had to manage two things: how many Copilot seats you were paying for and how much AI usage those users consumed. With Copilot i
Model Context Protocol (MCP) server for Kubernetes and OpenShift
On Thursday, AI app Wabi, now describing itself as a "personal agent," said it has raised $55 million at a $1.25 billion valuation.
A collection of projects showcasing RAG, agents, workflows, and other AI use cases
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring
Kortix CompanyOS – the open-source operating system for your company. Multiplayer AI agents, your company as code, sovereign on your infrastructure or ours.
📌 一句话摘要 西湖心辰创始人蓝振忠探讨自回归模型的局限性，并提出通过扩散模型与并行思维链技术提升 AI 交互效率的新路径。 📝 详细摘要 西湖心辰创始人蓝振忠在访谈中分析了当前大模型在推理阶段面临的串行计算瓶颈，并对比了扩散模型在训练与推理并行化上的优势。他详细介绍了西湖心辰开发的 LLaDA 系列扩散语言模型，以及即将推出的并行思维链模型，旨在通过同时展开多条路径来提升 AI 的响应速度与质量。蓝振忠预判未来 AI 的核心趋势是全模态 Agent 交互，而扩散模型是实现这一目标的理想架构。 💡 主要观点 自回归模型的推理效率存在瓶颈 传统的自回归模型