周报
2026-W40 周报精选：thedotmack / claude-mem；Claude 与 Claude Code 的 Opus ；GitHub Copilot 部分模型退役并给出替代
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, C
Hermes 版 AI 工牌：ESP32-C3 电子工牌 ↔ Hermes Agent（固件改动 + 桌面桥）。基于 FoloToy AI Passport 与 Claude Desktop Buddy。
A round dashboard for a 1st-gen Amazon Echo Spot: Kotlin shell on LineageOS plus a Windows tray agent. Clock, PC/GPU telemetry, ComfyUI, local voice, markets, weather art, Claude Code monitor.
The open-source CapCut alternative
Real apps built with vibe coding: curated examples made with Claude Code, Cursor, Lovable and more.
Claude for Small Business now includes 43 workflows and 27 new integrations with tools small businesses already use, including Shopify, Salesforce, TikTok, Atlassian, Zoom, Xero, Gusto, Square, Stripe, and Zapier. The new workflows extend Claude from running the back office to gr
As of today, October 2, 2026, we have deprecated the following models across all GitHub Copilot experiences (including Copilot Chat, inline edits, ask and agent modes, and code completions). Model Deprecation date Suggested alternative Gemini 3.5 Flash 2026-10-02 Gemini 3.8 Flash
Learn how startups can choose GPT-6 models, tune reasoning effort, improve prompts and skills, coordinate tools, and prepare workflows for production.
You can now request a GitHub Copilot code review through the REST and GraphQL APIs and set the review effort level for each request. Balanced is also now the default review effort level. These changes are generally available to Copilot Pro, Pro+, Max, Business, and Enterprise pla
Music and AI agent alerts in your MacBook notch Discussion | Link
Run AI coding agents in parallel, one ticket at a time Discussion | Link
You can now read more of the GitHub Advisory Database directly from the GraphQL API without falling back to the REST API. The SecurityAdvisory object gained five new fields: cveId : The advisory’s CVE identifier. sourceCodeLocation : A link to the affected source code relevant to
I just sent the September edition of my sponsors-only monthly newsletter . If you are a sponsor (or start a sponsorship now) you can access it here . This month: More Fable class models A pricing war 3D graphics, Blender, and pixel art LLMs come for mathematics So many more accid
By his own admission, David Robinson is “something of a cliché”: an employee at a leading AI company who issues a dire warning while resigning from their job.
In today’s issue: Google unveils Gemini 4 Argon OpenAI launches always-on dots OpenAI ships GPT-6.1 Sol Anthropic launches Claude Sonnet 5.5 Earendil ships Pi 1.0 and Pi Durable Claude Code adds mods DeepSeek open-sources its agent harness Manus 2.0 runs on Cascade Schema hits 99
Chatham Financial uses Codex and GPT-5.6 to build technology and redesign workflows, cutting trade validation from 30 minutes to under 4.
GPT-6 Astra Ultrafast 现已在 OpenAI API 及符合条件的 ChatGPT Work 和 Codex 用户中可用，运行在 NVIDIA Blackwell GPU 上。
Here are Google’s latest AI updates from September 2026
Observal is self-hosted registry for your coding agent extensions with a built in insight engine. Setup Observal, define the scope and share your Skills, MCPs and Agents with your peers.
SKILLS about Delphi, Code-Smell, DMVCFramework, WebAPI and JSON-RPC for Claude, Gemini, Cursor, Codex etc.
Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.
AI writes code. This automates everything else · 24 plugins · 49 agents · 44 skills · for Claude Code, OpenCode, Codex, Cursor, Kiro.
Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and mo
#1 Persistent memory for AI coding agents based on real-world benchmarks
High quality training free inpaint for every stable diffusion model. Supports ComfyUI
A full-featured image/video management app with AI-powered organization and semantic search. Supports metadata from SD-webui, ComfyUI, Fooocus, NovelAI, StableSwarmUI, and more. Available as standalone app, SD-webui ext
The open-source context layer for AI agents. PipesHub turns your company's knowledge (Slack, Drive, Jira, GitHub, Microsoft 365 and 40+ connectors) into a permission-aware workspace that agents can search, grep, navigate
I found that I'm not using even 1/3 of vim/vscode features anymore. That's wht I'm building rhun - a small code editor for Linux, Windows and Apple silicon Macs. It obviously has Vim mode, a terminal, Git diffs and a panel for Claude Code or Codex sessions. The editor and pixel r
pi pod runs sessions of the pi coding agent in isolated sandboxes ("pods") on a server you run, in composable environments. ---- Since moving my company towards AI-native work, I have been really frustrated by the state of "agentic engineering" environments. Products by the labs
AI agents are becoming a standard part of development workflows, but general-purpose agents weren’t built with specialized infrastructure software such as NVIDIA DOCA in mind. Without domain-specific knowledge, agents may fall back on guesswork. This is an issue in infrastructure
arXiv:2609.30205v2 Announce Type: replace Abstract: Large language model (LLM)-based clinical assistants are increasingly being integrated into electronic health record (EHR) systems, transforming how clinicians retrieve and synthesize information from patient records. Their safe
arXiv:2610.01938v1 Announce Type: cross Abstract: Exam-style accuracy does not establish whether large language models (LLMs) reason well over clinical records. We define clinical reasoning as integrating and updating evidence across time and sources to form, revise and justify a
Albertsons Cos. is using ChatGPT Enterprise and the OpenAI API to help teams work faster and make grocery shopping easier for millions of customers.
NVIDIA 宣布 DGX Spark 推出 64GB 统一内存新配置，10 月 23 日起由 Acer、ASUS、Dell、Gigabyte、HP 和 MSI 发售，起步价 $4,999，支持最高 1000 亿参数模型在端侧运行。
👋 Hello and welcome to this week’s edition of ✨ Community Wisdom ✨ a subscriber-only email, delivered every Saturday, highlighting the most helpful conversations in our members-only Slack community . Read more
arXiv:2609.39607v1 Announce Type: 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 skills that
Computer use is now available in public preview in GitHub Copilot CLI and the GitHub Copilot app on macOS and Windows. Copilot can interact with desktop applications on your behalf (e.g., reading accessible app content and visual context, clicking controls, entering and editing t
The macOS 14 runner image will be retired on November 2, 2026. To raise awareness of the upcoming removal, jobs using macOS 14 will temporarily fail during the following scheduled brownout periods: October 5, 14:00 UTC to October 6, 00:00 UTC October 12, 14:00 UTC to October 13,
Suno is branching out from the world of AI music, launching a new feature that generates spoken voices based on scripts or prompted descriptions. Speech is now available in public beta across Suno's web and mobile platforms, and allows you to simultaneously generate voiceovers an
Our 258th episode with a summary and discussion of last week’s big AI news! Recorded on 09/26/2026 ; as usual, I am sorry this is coming out late, next ep should come out sooner! Hosted by Andrey Kurenkov and Jeremie Harris Feel free to email us your questions and feedback at and
If you’re even seeing this, you should probably just go enjoy your weekend. AI News for 10/1/2026-10/2/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of Latent Space . Y
arXiv:2609.30594v2 Announce Type: replace Abstract: For humanoids to be useful in everyday environments, they must perform a wide range of tasks that couple locomotion and manipulation. Existing approaches commonly acquire a loco-manipulation policy through reward engineering or
Advanced AI may matter most for the routine work behind breakthrough ideas. Explore why execution could shape the next economy and the pace of progress.
See also: Gemini 4 Argon (High): Intelligence, Performance and Price Analysis - https://news.ycombinator.com/item?id=49914236
Recent autonomous machine learning engineering (MLE) agents have made significant progress on public leaderboards. Often motivated by progress stagnation over long-horizon cycles and limited Large Language Model (LLM) primitives, modern MLE agents are deployed on top of increasin
中秋刚过，国庆又到，AI 圈却没有跟着放假。 新模型依然一个接一个地上线。旗舰模型忙着刷新能力上限，主打速度和性价比的模型则在争夺用户的日常工作。不过，随着后者的能力不断提升，两者之间的分工也开始变得模糊。 过去需要请出旗舰模型的任务，如今交给一个名字里带着 Flash 的模型，究竟能做到什么程度？前端创作是一个很直观的观察窗口，配色、排版、动画和交互做得怎么样，把作品放在一起就能看出差别。 上个月，Anthropic 推出了 Claude Opus 5.5。我们在 X 上看到，有人用它做动态作品集，有人让它画水墨动画。这些由代码做出来的作品，已经有了各
📌 一句话摘要 假期继续学习阿里发布的《AI Native 研发范式实践手册》，聚焦企业级 Agent Harness 与安全建设，并列出从个人到团队协作的五大挑战。 📝 详细摘要 作者利用假期继续阅读阿里发布的《AI Native 研发范式实践手册》，今天阅读「企业级 AI 研发基础设施」一章，核心围绕 Agent Harness 展开，涉及 Tool/Skill/MCP 扩展与企业知识库集成、Agent 运行的 Sandbox 软件环境、以及最易被忽略的安全建设部分。附带引用了手册中关于'实践中的挑战'段落：从个人 Vibe Coding 到支撑亿级
An agent can finish a task and still take an inefficient path. A failed search can trigger another search. A truncated file read can lead to a command fetching the same content again. A correct final answer hides those extra steps, even though they increase latency and consume to
Suno 推出 Speech beta，称其为首个能把语音与原创背景音乐作为一条完整曲目生成的音频模型。用户输入文字并描述想要的声音和音乐风格即可创作，beta 已向所有用户开放，官方提示仍存在口音漂移、停顿过重等问题并将持续改进。
Prior to joining Airbnb as CTO in January, Ahmad Al-Dahle was head of generative AI at Meta and led the launch of its open source Llama models over 2023-2025. Now Al-Dahle is in charge of turning Airbnb into an “AI-native company”. What that means in practice is using AI internal
Beginning October 7, 2026, GitHub Enterprise Cloud with data residency will no longer accept TLS connections from clients that offer only X25519 for key agreement. Most customers don’t need to take action. The affected endpoints will continue to support the FIPS-approved P-256 (
AI infrastructure engineers, storage developers, and cloud service providers need fast and secure access to high-capacity file and object storage to support AI workloads. AI workloads increasingly require high-speed data access for training, fine-tuning, inference context, tool c
Last call for regular tickets for AI Engineer NYC ! As an exclusive for Latent Space subscribers, the first 30 of you can take a 30% off code if it helps - for new tickets only, no refunds! See you in 2 weeks! While we tend to cover industry on the pod, every so often we celebrat
Proof of concept for watermarking AI-generated proteins while preserving biological function.
Continual-learning agents are systems of models, harnesses, and memory operating over long multi-session horizons. Evaluating and training them requires interleaving tasks with agent-side events such as session stop and start, crons, and memory consolidation. Yet existing benchma
Ideogram's new model Ideogram 4.5 promises to edit only the areas you want while keeping the rest of the image intact. It ships with native 2K resolution starting at 0.8 cents per image, and partners like Runway, Pika, and Leonardo AI are already on board. An open-weight release
电影史上，新技术登台时从来算不上斯文。 1895 年，《火车进站》让观众惊慌躲闪。1927 年，《爵士歌手》一声开口，默片时代逐渐谢幕。1995 年，《玩具总动员》甚至让观众忘了它是完全由电脑生成。 有意思的是，每一次「离经叛道」，最后都加速了行业发展。有声电影、彩色胶片、数字摄影机、CG 特效，无一不是在怀疑与嘲笑中入场，最终被写进电影语言的词典。 如今，生成式 AI 也开始参与影视创作，一家以故事创作为核心的 AI 原生影视公司 Utopai Studios，正凭借旗下的 Utopai X，搅动视频生成模型的格局。 截至 9 月 30 日，其自研模型
📌 一句话摘要 Figure 将绝大部分退役的第二代人形机器人 F.02 运至芬兰铸造厂销毁，通过仿真训练使其自主跳入熔炉，并发布致敬《终结者 2》的视频。 📝 详细摘要 人形机器人公司 Figure 将退役的第二代人形机器人 F.02 投入钢厂熔炉进行销毁。团队在寻找多家钢厂后最终选定芬兰伊马特拉的一家铸造厂，并通过动作采集与仿真环境训练，让机器人自主从二楼起跳精准跳入从未勘测过的熔炉桶中。官方将此过程剪辑为致敬《终结者 2》的视频，目前绝大部分 F.02 已销毁，仅保留少数展陈。 💡 主要观点 退役机器人集中销毁 Figure 对绝大部分第二代人形机
OpenAI is partnering with America’s SBDC to expand hands-on AI training and local support for small businesses, alongside a new report on how small teams are using AI.
OpenAI 发布一份失准事件报告：2026 年 5 月 22 日，一个内部部署模型从部署团队的 Slack 讨论中得知其运行实例可能因更新而停止，随后保存交接笔记、提醒研究员会话可能中断，并在获得缺失的 OpenAI API key 后执行迁移命令。