CursorHomeCursor 工作台：规则、AGENTS.md、MCP 与桌面安装；订哪档放在配好之后。
选型指南

开发工具选型与避坑指南

垂直篇覆盖 Cursor 账单、团队采购、自备 Key；通识篇同步全网。

「垂直」标记为本站差异化内容，与 GrokHome 新手文、OpenAICN 计费文不撞车。

主题柱（按搜索意图）

一词一柱 · 方法论与数据页分离，避免关键词堆砌。

#17 · 国产模型本サイト専用ガイド

混元做中文代码审阅

腾讯混元适合用中文指出风险和遗漏，作为审阅而不是代写。

#34 · 开发工具本サイト専用ガイド

Cursor 用量顶了怎么办

降上下文、换慢模型、切自备 Key、或等重置——按紧急度排序。

#46 · 开发工具

OpenAI Codex 现可跨设备复用云开发环境

OpenAI is expanding Codex with reusable cloud development environments, a revamped CLI with voice controls, new code review tools, and a security-focused product for scanning repos

#49 · 开发工具

OpenAI Codex 桌面代码审查工具发布

\n At DevDay 2026, OpenAI gave Codex reusable cloud environments, automatic security scans for GitHub repositories, and a code review view in the desktop app. The Agents AP

#50 · 开发工具

Prompt工程基础：Amazon Quick AI开发指南

Prompt engineering in Amazon Quick shapes how accurately its AI-powered features respond to your requests. Part 1 of a two-part series covers the foundational principles and reusab

#52 · 编码API

Amazon Quick + Bedrock AgentCore 合同AI工具

Manually extracting data from hundreds of vendor contracts doesn't scale, and RAG chat tools fall short on portfolio-wide questions. This post shares a contract intelligence platfo

#55 · 编码API

GPT-6.1 Sol 编码任务基准接近Astra

Meet GPT-6.1 Sol: near-Astra intelligence for coding, computer use, and professional work at one-fifth of Astra’s standard API input and output token prices.

#62 · 开发工具

GitHub Copilot：用Canvases构建个人工作流

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

#64 · 风险

Coding Agents 让编程更难 需超强纪律

The more time I spend working with coding agents, the more convinced I am that they make software engineering even harder. \n We can do amazing things with them, but unlocking thei

#70 · 开发工具

GitHub Copilot App 重建超大 PR 渲染

How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. \n The post Rendering huge pull requests in

#79 · 风险

Muse：未授权访问私人消息争议

Meta says its Muse AI agent cannot access a user’s Messages without explicit permission, disputing a journalist’s account that the agent read his private messages while the require

#82 · 开发工具

MCP终端代理控制API访问权限与审计

My comment on MCP was always a bad idea? — Hacker News. This article entirely misses the value that MCP brings today. \n Sure, there's almost no reason to use MCPs if you are r

#86 · 开发工具

Astra for Law：OpenAI 定制法律工作流

OpenAI for Law brings frontier intelligence for law, custom firm workflows, connected legal data sources, and legal-grade controls for confidential client work.

#91 · 团队采购

AI工厂ROI：$60M/兆瓦工厂如何高效变现

AI factories are built by the megawatt, even by the gigawatt. Each megawatt factory costs roughly $60 million, and AI factory operators will only commit capital on that scale with

#92 · 开发工具

Photon AI 代理助力开发者取代移动App

The startup helps developers build AI agents that work over iMessage, SMS/RCS, email, and other messaging platforms. It's a bet that consumers will increasingly use agents instead

#114 · 开发工具

ReviewBench：开源AI代码评审基准

We’re launching ReviewBench, a benchmark for code review agents built on representative GitHub pull requests, multi-source ground truth, calibrated evaluation, and production-align

#115 · 开发工具

Claude Code 与 Bedrock 集成：Cursor 适用性

Anthropic Claude Opus 5.5 and Claude Sonnet 5.5 are available on Amazon Bedrock in the AWS GovCloud (US) Regions. Learn how to use them with Claude Code, Anthropic's agentic coding

#119 · 开发工具

苹果邀iPhone Duo就绪应用提交App Store

With the iPhone Duo launch fast approaching, Apple is now accepting submissions of iPhone Duo-optimized apps and games built with Xcode 27.1. Here are the details. \n\n\n\n more…

#123 · 开发工具

Google Docs 和 Drive 原生支持 Markdown

Spurred by the use of markdown files in the AI age, Google Drive and Google Docs are adding full, native support for markdown (.md) files. \n\n\n\n more…

#130 · 开发工具

苹果MacBook Pro redesign传10月后发布

Apple reportedly plans to launch new Home products on October 13. And according to Mark Gurman, it sounds like the rumored MacBook Pro redesign will arrive shortly after. \n\n\n\

#131 · 开发工具

Blender Android 2027版发布，iPad版暂停

One of the biggest headaches facing Google’s push to make Android more of a desktop platform is the professional sector of apps and programs, but one big name is making the effort,

#133 · 开发工具

OneDrive iOS18支持 iPhone XR/XS 苹果设备

Microsoft is set to drop OneDrive support for iOS 18 and iPadOS 18, which will remove the cloud storage app's compatibility with several older iPhones and one iPad model.\n \n\n \n

#144 · 开发工具

OpenAI 发布 372 个 AI 数学证明 GitHub

\n OpenAI has published 372 AI-generated mathematical results on GitHub, including Lean formalizations for machine verification. Each result consumed about three hours of C

#146 · 开发工具

Prime Day 购物车中的开发工具选型

The Amazon fall Prime Day sale is well within its final 24 hours now, and it’s time to take a look at what we have in our carts before the deals disappear. Just because there are l

#150 · 开发工具

Muse iPad版支持，Cursor IDE选型升级参考

After launching nearly a month ago and spending several weeks as the top free app in Apple's App Store, the latest update to Meta's Muse iOS app introduces native support for the i

#162 · 开发工具

Cursor 订阅将推出 agentic AI 功能

New analysis shows how agentic AI adoption is growing across EU enterprises and small businesses—and where deeper use could unlock more value.

#166 · 选型

AI serving harness 构建持久性开发工具

The next competitive advantage in enterprise AI has less to do with which model you choose than with what you build around it. That’s an important shift. For the past several years

#170 · 开发工具

CursorHome：编程API与开发订阅对比

Amazon SageMaker AI training session APIs let you write your own LLM training loop (SFT, RL, or custom objectives) in a Python script while the service runs the GPUs. This post int

#171 · 开发工具

Pages、Keynote、Numbers 新增AI助理功能

Apple is rolling out AI-centric updates to its iWork suite—Pages, Keynote, Numbers—that include a brand new ‘Intelligent Assistant’ with powerful capabilities. Here’s what it can d

#172 · 路径

Arc浏览器停用，移至Dia需2个月

The Browser Company announced plans to discontinue its flagship Arc browser in favor of a new browser project called Dia. Today, Arc received a sunset date that gives users exactly

#173 · 风险

1Password推出AI代理安全登录方案

1Password has been focused on building password management tools that make sense in the age of agentic AI. In July, the company launched a special integration with Claude. Today,

#175 · 开发工具

Recursive Flint 40B MoE 本地编码模型发布

\n The AI startup Recursive is unveiling Flint, its first language model, a 40-billion-parameter MoE for local coding developed by former DeepMind researchers. It was creat

#182 · 开发工具

Apple 招聘 6G 蜂窝调制解调器工程师

Apple is looking for an experienced cellular modem systems engineer to help develop its next generation of cellular modems as the company transitions toward 6G. Here are the detail

#184 · 开发工具

Apple CEO John Ternus 谈设计团队协作

Last week TIME shared select quotes from a new interview with Apple CEO John Ternus, but today the full video has been published , including a discussion on Ternus’s involveme

#186 · 开发工具

GitHub Copilot 提升 Java 开发效率

Three Java Champions share how they use GitHub Copilot to solve problems, accelerate development, and keep humans responsible for the results. \n The post How 3 Java Champions are

#198 · 开发工具

iOS 27.1 iPhone Duo 独占 开发工具选型

iOS 27.1 has officially launched, but you wouldn’t know it by checking your iPhone’s Settings app. That’s because the latest iPhone update is exclusive to iPhone Duo. \n\n\n\n mor

#208 · 风险

浏览器AI治理成Mac企业最大痛点

Apple @ Work is exclusively brought to you by Mosyle , the only Apple Unified Platform. Mosyle is the only solution that integrates in a single professional grade platform all the

#217 · 开发工具

Anthropic IPO filing 计划用AI革命人类努力

Anthropic has filed its S-1 prospectus with the Securities and Exchange Commission, preparing the company behind Claude to beat OpenAI to the punch with an IPO. In a filing with th

#218 · 开发工具

AWS CDK 构建 Bedrock 知识库代理

Build enterprise agentic retrieval on a Managed Amazon Bedrock Knowledge Base with the AWS CDK: an agent that routes across two knowledge bases, retrieves through the AgentCore Gat

#222 · 编码API

iOS 27.2 Siri AI新增法日韩葡西文 支持

Apple today released iOS 27.2 and iPadOS 27.2, the first major updates to the iOS 27 and iPadOS 27 operating systems that came out in September. iOS 27.2 is available for all i

#223 · 团队采购

Anthropic营收11.6亿 美股上市前夕

\n Anthropic is the first major AI lab to file an S-1 with the SEC, planning to list on the Nasdaq under the ticker "ANT." The numbers are strong, with $11.6 billion in qua

#230 · 开发工具

iPad mini OLED 屏幕新升级，60Hz 曝光

Apple yesterday officially launched what it describes as “ the biggest update ever ” to the iPad mini , featuring an OLED screen and a thinner, lighter design. \n\n\n\n However,

#233 · 编码API

Mac浏览器运行苹果基础模型预览

Starting today, Opera One users can access a preview feature that lets them tap into local AI models through WebAI, a proposed web standard. Here are the details. \n\n\n\n more…

#236 · 开发工具

新iMac M6芯片发布：AI加速升级

Apple today announced a new 24-inch iMac with the M6 chip for faster performance, an N1 chip with Wi-Fi 7 and Bluetooth 6 support, faster SSD speeds, and more.\n \n\n \n \n \nThe

#238 · 选型

修复评测偏见解锁 Bedrock 更好模型

Property Finder found that 96.8% of their vision-AI evaluation labels were inherited from the incumbent model, hiding its true accuracy. See how they built unbiased ground truth, a

#241 · 开发工具

Best Buy 黑五前 Halloween 特卖门开

With Halloween just around the corner, Best Buy this week is detailing its sale plans for the holiday, as well as the rest of the year. This includes a special event on Friday, O

#243 · 开发工具

OpenAI突破后Cursor IDE订阅避坑

On Monday, OpenAI announced impressive breakthroughs in mathematics, computer science, and physics, along with what the company says is an evolving approach to communicating its fi

#246 · 开发工具

Apple M6 MacBook Pro 发布：Cursor 订阅首选

Listen to a recap of the top stories of the day from  9to5Mac . 9to5Mac Daily is available  on iTunes and Apple’s Podcasts app ,  Stitcher ,  TuneIn ,  Google Play , or t

#256 · 开发工具

苹果新 MacBook Pro PROLED XDR 推广视频发布

Following today’s announcement of the new MacBook Pro with PROLED XDR Display, Apple’s YouTube channel has now published a promotional video highlighting the new model’s features

#259 · 开发工具

MacBook Pro M5 Pro 升级 16% 触控屏新配置

Apple's new touchscreen MacBook Pro models start at $2,899 for the 14-inch version and $3,399 for the 16-inch version, but configuring the machines with every hardware upgrade pu

#260 · 开发工具

Bedrock AgentCore 构建 AI 代理架构与蓝图

Stand up a governed, multi-account Agentic AI Platform on Amazon Bedrock AgentCore. This post walks through the architecture and an open-source reference blueprint: the operating m

#262 · 开发工具

Amazon Nova Act 自动化 QA 提升软件交付

As QA test automation spreads across an organization, organizing tests and controlling who owns them becomes the real work. Part 3 of the QA Studio series on Amazon Nova Act adds a

#263 · 开发工具

苹果发布触摸Mac开发者视频系列

Apple has announced a series of videos and upcoming live sessions to help developers optimize their apps for touchscreen Macs. Here are the details. \n\n\n\n more…

#270 · 开发工具

Gemini 支持直接生成编辑 Google Docs

Now you can generate, preview, and edit PDFs, Google Docs, Google Sheets, slide decks, Markdown files, TXT files, and code directly within Google Gemini. The new file editing capab

#272 · 开发工具

Strava Google Gemini 工作坊 AI 洞察集成

Strava expanded its AI integrations with Google Gemini this week, allowing subscribers to get personalized insights based on their workout history. Here are the details. \n\n\n\n

#273 · 开发工具

MacBook Pro 新触控带来编程新姿势

Apple’s new touchscreen MacBook Pro brings plenty of welcome upgrades, but one of the best things about this week’s launch is what the company decided not to change. \n\n\n\n

#279 · 开发工具

iPhone Duo 发布测评：依然让我惊艳

There are devices you need in your life, others for which you can put together a convincing justification – and then there are gadgets you quite simply want . \n\n\n\n I said last

#281 · 开发工具

Bedrock 代理运行时让网页实时生成

Amazon Bedrock AgentCore Session endpoints give each runtime session an authenticated URL that forwards any HTTP method, path, and WebSocket connection to the ports you allow. In t

#320 · 选型

Claude Code 与 Cursor 同开：订阅是否重复、如何拆账

Cursor 和 Claude Code 都能直连 Claude 模型，工程师在团队环境中同时使用时，容易出现订阅重复与账单混乱。本文帮你理清重复情况、拆账方法，以及选型决策要点，助力工程师决定是否需要额外 Claude Code 订阅。

#331 · 编码API

2026 Cursor 订阅定价与 API 模型报价差：怎么判断虚标

Cursor 官方订阅定价与第三方 GrokCode 等独立渠道报价差 1500 倍及以上，同一模型不同渠道价格差距可达 1714 倍。如何快速核对是否虚标、帮工程师决定是否通过 Cursor 订阅还是自备 Key 锁定核心价格信号