Manus，刚刚悄悄发布了自己的2.0宣言
10 月 26 日，Manus 联合创始人、产品合伙人张涛（网名 HideCloud）最近在自己的公众号「潜云思绪」写了一篇长文，标题叫《用 Manus 改造 Manus》。文章开头是一个让他印象很深的画面。他给工程师提了几条需求和 Bug，过一会儿去看进展，发现对方电脑上开着一排 Codex 和 Manus 的 Session。随便点开一个，输入就是他刚在 ...
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GitHub Copilot 辅助权限现已正式可用
辅助权限现已在 GitHub Copilot CLI、GitHub Copilot 应用程序和 Visual Studio Code 中全面可用。当 Copilot 请求执行命令或访问文件系统路径的权限时，… 该文章“GitHub Copilot 辅助权限全面上线”首发于 GitHub 博客。
GPT-6.1 Terra in GitHub Copilot
GPT-6.1 Terra, OpenAI’s newest model, is now generally available in GitHub Copilot. It is designed for everyday agentic coding and terminal work at a lower cost than GPT-6.1 Sol. In… The post GPT-6.1 Terra in GitHub Copilot appeared first on The GitHub Blog.
译文排队中，当前为原文 · en微软向6万名员工提供买断方案
微软正向美国、英国、加拿大和印度的多达6万名员工提供自愿离职补偿计划。在致全体员工的一封信中，微软首席人事官艾米·科尔曼写道，此举将为员工“提供在获得经济支持与职业规划资源的情况下离开微软的机会”，因为公司正寻求在不进行另一次[…]的情况下缩减员工规模。
TACS-RF: Tool-driven Agentic Circuit Synthesis of RF and mmWave Modules
arXiv:2610.31882v1 Announce Type: new Abstract: We present the framework of TACS-RF - a Tool-driven Agentic Circuit Synthesis of RF and mmWave modules. In this framework, a large-language-model (LLM) coding agent (Claude Opus 4.8) directly drives industry-standard electronic-design-automation (EDA) tools such as Cadence Virtuoso/Spectre, Calibre, Cadence EMX, and Ansys HFSS to design RF and mmWave modules. We validate the framework through the agentic design of a 240-251 GHz sub-THz transmitter in a 90 nm SiGe BiCMOS process. The agent semi-autonomously designed the sub-blocks including a 60 GHz push-push Colpitts VCO with second-harmonic extraction, multistage differential cascode power drivers, a push-push frequency doubler, a differential bowtie antenna, and all the interstage matching
译文排队中，当前为原文 · en
Cloudflare links vulnerability discovery to defense with OpenAI
Cloudflare uses OpenAI Daybreak to investigate vulnerabilities and propose fixes for review. Its developers use Codex to build faster and improve code quality.
译文排队中，当前为原文 · enOpenAI models are coming to Google Cloud
OpenAI and Google Cloud are bringing frontier models and Codex workflows to Gemini’s Model Garden, available through Google Cloud Marketplace.
译文排队中，当前为原文 · en三位Java Champion如何用GitHub Copilot提升开发效能：聚焦人机协同与责任共担
Vlad Mihalcea、Patrick Baumgartner和Frank Delporte三位资深Java Champion分享了在生产环境与开源项目中使用GitHub Copilot的实践：强调人类主导问题定义、上下文锚定、迭代验证与最终责任归属，而非依赖AI自动生成代码。
Tokenmaxxing and the Collapse of Coding Costs
Two developers used AI coding agents to recreate Claude Code's core architecture in a matter of hours, challenging the economics of traditional software development.
译文排队中，当前为原文 · enQuoting Addy Osmani, Morgan Westlee Lunt, and Qing Wang
We think "did a human read the code?" is an imprecise proxy for "what could go wrong with this change, and which check—automated or human—is the right one to catch it?" Asking that question also changed when review happens. Before, review was a gate at the end of the road: write the code, open a PR, wait for your colleague. Now, review runs continuously, more like spellcheck while you write. Most changes have been reviewed and fixed by Claude at least once before a human is asked to look. This catches most routine mistakes, and saves team attention for higher-level questions and scrutiny. — Addy Osmani, Morgan Westlee Lunt, and Qing Wang, How the Claude Code team does code review Tags: anthropic, claude, ai, claude-code, llms, addy-osmani, coding-agents, generative-ai, agentic-engineering,
译文排队中，当前为原文 · enChirp Pong
Tool: Chirp Pong Another game experiment - I wanted to see if it was feasible to have a two player game on two separate phones running in static HTML where the networking code uses chirps sent via the microphone. It seems to work! Build a two player competitive pong like game where two players use their phones close to each other and the game state is sent via audio noises which the web microphone API can interpret - but add graphical and gameplay twists to make it a lot more fun and intertwine than pong Claude Opus 5.5 Extra in Claude Code. Tags: game-design, ai, generative-ai, llms, claude-code
译文排队中，当前为原文 · enLaTeX renderer
Tool: LaTeX renderer Inspired by Paul Ford and Aboard Foundary's new web app Tiny Little Office, which provides a suite of web app content editors (a Word Processor, Outliner, Presentation Builder, Spreadsheet, Calculator, Drawing Tool, Diagram Maker, Animator, Calendar, and Trip Planner). Tiny Little Office's signature trick is to store all of the document data in the #fragment section of the URL, so every document created using it becomes a bookmarkable and shareable link. It also has an llms.txt file telling agents how to construct URLs that will render as documents. Claude used that file to generate this link to a deck that explains how the URL format works: Tiny Little Office inspired me to have Claude Code (Opus 5.5 Extra) build a similar tool that works with LaTeX. Here's the sequen
译文排队中，当前为原文 · enTree Appreciator
Tool: Tree Appreciator Another game experiment with Claude. This one used the default Claude iPhone app (chat mode, not Claude Code mode), where I prompted Claude Opus 5.5 Max with: Build a three js game called "Tree appreciator" - it shows you two algorithmically generated trees and the game mechanics is about appreciating the differences between them. Think hard about how to make sure it is both fun and beautiful. Somewhat embarrassingly given my recent talk, I've found that telling Opus 5.5 "make sure it is fun" works uncomfortably well. In this case Claude crunched for 3 hours and 7 minutes before retuning a cosy little spot-the-difference game with music and animation and achievements that's quite compelling to play. Tags: game-design, javascript, ai, generative-ai, llms, claude, vibe
译文排队中，当前为原文 · en第三个时刻研究如何在36小时以上运行10 000个毒剂
这个AI实验室通过GPT-6 Astra和GPT-6.1 Sol, Codex, 以及用于网络安全的Daibreak,构建了聚焦数天的代理,并随着使用而改进.
Profiling web-edit with Python 3.15: flame graphs and source heatmaps
Research: Profiling web-edit with Python 3.15: flame graphs and source heatmaps I put the new Python 3.15 profiler through its paces by having GPT-6 Astra Extra High in Codex run it against my new web-edit app: I need a Python 3.15 flame graph and heatmap demo of the "web-edit" app from PyPI - research first then make me those demos Here's the resulting example flame graph and heatmap. Tags: profiling, python, codex
译文排队中，当前为原文 · enweb-edit 0.1a0
Release: web-edit 0.1a0 I was working on a project from my phone using Codex Remote when I found myself wanting to edit a credentials file without round-tripping those credentials through the LLM itself. So... I had Codex and GPT-6 Astra Extra High build this Python web app which provides a web UI for viewing and editing files in a folder. It's intended to be run over Tailscale, so I can have an agent start this running and then edit files via my Tailscale network directly from my phone. Here's the interface for browsing files in a folder: Editing uses CodeMirror 6 - I was going to use Monaco but that still doesn't have a great mobile experience yet. Tags: projects, python, ai, tailscale, generative-ai, llms, codex
译文排队中，当前为原文 · en在保持发展速度的同时降低法典成本的法律
LawOn在保持发展速度的同时,将估计的每日Codex成本削减65%. 它使Astra、Sol和Luna在战略上完成任务和管理预算.
查塔姆公司在OpenAI公司上市的资本市场
Chatham Finance使用Codex和GPT-5.6来构建技术和重新设计工作流程,将贸易验证从30分钟缩短到4分钟以下.
DevDay 2026 重现
探索OpenAI DevDay 2026的20多个公告,包括GPT-6 Astra,ChatGPT,Codex,API,安全,以及构建者的新工具.
GitHub Copilot app for Beginners: How to build custom workflows with canvases
Describe the interface you need in plain English, then let the agent build a live surface you can both use and update—so you spend less time adapting to tools and more time getting work done. The post GitHub Copilot app for Beginners: How to build custom workflows with canvases appeared first on The GitHub Blog.
译文排队中，当前为原文 · en