AI 編程

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Elon Musk’s mission to unify his sprawling tech empire continues apace, with the news that X, Grok, and Cursor are The post The X Subscription bundles Cursor with Grok and X Premium. But Claude now costs extra. appeared first on The New Stack.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：In my previous Radar article, “Architectural Guardrails for AI-Generated Code,” I argued that AI coding agents need a layer that can hold architectural decisions in a structured corpus, retrieve the relevant ones, put them into the agent’s context before it writes code, and enforce explicit constraints with reproducible checks. Testing that model exposed two distinctions […]

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Learn how to add custom instructions and skills to your repository, use custom agents, and connect MCP servers like Playwright. The post GitHub Copilot app for Beginners: How to teach Copilot about your codebase appeared first on The GitHub Blog.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：My Decoder guest today is Hayden Field, The Verge’s senior AI reporter, and we’re discussing the new wave of consumer-friendly AI agents. If you’ve been paying attention to this space, you know AI enthusiasts have been using agents for a minute now — homebrew OpenClaw setups led to a surge in Mac Mini sales earlier this year. But the launch of Meta’s Muse, OpenAI’s Dots, and xAI’s Grok bot has brought easy to use agents to millions. Muse and Dots have had the highest-profile product launches, and they’re fascinating to pit against each other. Both Meta and OpenAI have decided to pitch these agents to mainstream users and businesses in the form of cute, animated mascots. Verge subscribers, don’t forget you get exclusive access to ad-free Decoder wherever you get…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： I've always been kind of into computers since I was young. And then when film started to move from analog film to digital, I became more interested in that aspect of it. And the visual effects workflow for many years has included machine learning. So I can write like pretty shitty Python scripts and stuff like that because with convolutional neural networks, which were the sort of precursors to what the transformer can do, which is just much more computation simultaneously, you would do things like look at what's called a tensor, which is just the numerical translation of a visual image in numbers — like the batch number, the frame number, the red, green, and blue values of each pixel in each frame. And a tensor, you use a convolutional neural network to ident…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：At today's Windows and Surface event, Microsoft showed off an upgrade to its Copilot AI system that will give it access to local files on your PC and the ability to take actions across the OS. It's part of an idea Microsoft is calling "Hybrid Intelligence," where apps and tools rely on a mix of local and cloud AI models to accomplish tasks efficiently. To show off how Hybrid Intelligence works, Jacob Andreou, Microsoft's EVP of Copilot, walked through a video demo on stage asking Microsoft's Autopilot tool to help with filing taxes. Andreou told the AI agent that he got an email from his accountant and asked Autopilot to get her what she … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Most AI coding demos stop at task managers, weather apps, or simple chatbots. For this project, we take on something more demanding: building an enterprise customer-support platform that can investigate complaints, retrieve relevant policies, recommend resolutions, and keep risky actions behind human approval. This gives us a practical way to test Claude Fable 5.1 as […] The post Building an Enterprise AI Customer Support Platform with Claude Fable 5.1 and Claude Code appeared first on Analytics Vidhya.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The revamp transforms Copilot from a simple AI assistant into a content workspace, providing knowledge workers with advanced developer tools.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Today, I’m talking with Mike Cannon-Brookes, who is cofounder and CEO of Atlassian. Atlassian is one of those companies that every other company runs on — it makes important platform tools like Jira and Trello that allow people to organize and manage big teams, create shared databases of company information, and generally allow work to happen. As you’ll hear Mike say, all of Atlassian’s products are actually different expressions of a single core platform, which really shapes how Atlassian itself is structured and how those products are built. All of this means Atlassian is also right in the middle of the way AI is changing how all these companies work — AI tools might be able to look at all the different tools and systems you have and just read them for you, m…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We read the contracts behind GitHub Copilot, AWS Kiro, Cursor, Devin and Windsurf. Copilot and Kiro offer uncapped indemnity on generated code. Cognition's standard terms exclude outputs entirely. Here is how 500 seats compare on legal exposure, prompt storage, audit logs and true cost. The post AI Coding Agents for Enterprise: IP Indemnity, Data Residency and 500-Seat Cost Compared appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Misconfiguring Turnstile by skipping backend validation leaves sites exposed to bots. Turnstile Spin fixes incomplete setups by using your preferred AI coding agent to wire up server-side verification.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：After teasing its new Copilot "super app" last month, Microsoft is officially unveiling it today. The redesigned Copilot app bundles three AI capabilities into a single interface of chat, coding, and agents. As part of the launch, Microsoft is also rebranding Scout, the AI personal assistant it unveiled at Build earlier this year, as Autopilot. This new Copilot app will have three tabs for Home, Code, and Autopilot, with Home combining Copilot Chat and Cowork together. It's the default landing experience for Copilot users, and Microsoft is also planning to include a Today feature inside it that works as personalized dashboard for important … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The neocloud vendor provides AI agents with access to data from its infrastructure management platform, helping developers troubleshoot slow or underperforming AI workloads.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：We all know that producing code is easier than ever thanks to the abundance of AI coding tools and agents. The post Cursor acquired Firetiger. A month later, Cursor launched a bot that tracks code changes through to production. appeared first on The New Stack.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. The post Rendering huge pull requests in the GitHub Copilot app appeared first on The GitHub Blog.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Pair OpenCode, an open-source terminal-native AI coding agent, with open weight models on Amazon Bedrock to get a secure, flexible, pay-per-use coding assistant. Learn how to configure multi-model workflows, match the right model to each task, and keep your data in your own AWS account with no infrastructure to manage.

Databricks 發佈 Genie One MCP，把 Genie Ontology 的受治理業務上下文通過 MCP 開放給 ChatGPT、Claude、Microsoft Copilot 以及各類編碼智能體，讓它們在獲批定義、可信數據關係和用户權限約束下回答業務問題。

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Liberal MP speaks of AI’s shortcomings as cyber chief tells inquiry the tech is needed to fend off ‘highly capable malicious cyber actors’ Get our new political email, free app or daily news podcast When a man with a terminal illness wrote to his local MP Andrew Hastie, telling him he planned on ending his own life with voluntary assisted dying, Microsoft Copilot suggested Hastie reply with “congratulations!”, “great to hear from you” or “that is wonderful news!”. Hastie shared the episode at a parliamentary inquiry on Friday to underline the shortcomings of the American-run software as he called for AI run by Australians. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Building an AI prototype is easy, but operating autonomous agents at scale requires production-grade tooling. Salesforce Agentforce bridges the gap from "vibe coding" to enterprise reliability by combining synthetic stress-testing, real-time optimization, dynamic agentic UIs, and deterministic guardrails—as proven by Southwest Airlines' 7x ROI. The post Salesforce Agentforce: Bridging the Enterprise AI Gap from ‘Vibe Coding’ to Battle-Tested Orchestration appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：A rewrite this size wasn't affordable before agents. Here's what porting the Copilot agent runtime to 800,000 lines of production Rust actually took. The post Migrating the GitHub Copilot runtime to Rust, using Copilot appeared first on The GitHub Blog.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：arXiv:2609.16346v1 Announce Type: new Abstract: This paper presents Auto-HSI, a method for generating personalized human-swarm interaction (HSI) interfaces on demand. The objective is to enable untrained operators to use natural language descriptions and gesture demonstrations to explain how they want the robots to collectively behave in response to their gestures. Based on these inputs, the code should automatically be generated for personalized state machines that will control the robots as desired, in response to the desired gesture inputs. In the developed Auto-HSI prototype, the generated code produces a personalized interface for centralized control using one- and two-handed gestures, enabling a user to teleoperate the robots' motion, formation shape, and…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：On 25 August, OpenAI fully unveiled Jalapeño, the company’s debut AI accelerator chip. Jalapeño delivers up to 13.4 petaflops of 4-bit compute and accesses 232 gigabytes of the most advanced memory available, linking to it at a blazing 15.4 terabytes per second. Benchmarks cited by OpenAI show that Jalapeño can reduce end-to-end latency (the time between prompt to last token) by up to 3.6x when compared to Nvidia’s GB300—a chip the company currently relies on—and do so while consuming less power. Whether these figures translate into real-world gains once Jalapeño enters widespread service in OpenAI’s inference fleet remains to be seen, but performance is only half the story. The other half is how the chip was designed—a process which, as you might expect, was a…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cognition, the company behind the Devin coding agent, has released SWE-2, its most capable coding model to date. SWE-2 is post-trained with reinforcement learning from Kimi K3, Moonshot AI’s 2.8T-parameter open model. Cognition reports a score of 50.0% on FrontierCode 1.1 Main, within 1 point of Fable 5.1 at 64% lower cost. It is also […] The post Cognition Releases SWE-2: A Kimi K3 Post-Trained Coding Model That Matches Fable 5.1 on FrontierCode at 64% Lower Cost appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：GPT‑6 Astra improves Devin’s ability to test software and show that it works, with the goal of helping engineers review less code and ship more.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Checking agent-generated code usually means hopping between tabs. Learn how to view diffs, run terminal commands, and preview web apps side by side in the GitHub Copilot app. The post GitHub Copilot app for Beginners: Using the diff, terminal, and browser appeared first on The GitHub Blog.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Google has open-sourced Mantis, a stack-agnostic toolkit of security review skills for AI coding agents. It runs the full vulnerability lifecycle: sweep the code, filter false positives, reproduce the bug in a sandbox, patch it, re-attack the patch, then score the risk. Apache 2.0, and documented as demonstration-only. The post Google Open-Sources Mantis: A Modular Skills Toolkit That Lets Coding Agents Find, Reproduce and Patch Vulnerabilities appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI models now power all manner of agents, from coding assistants that write and debug software to customer service systems The post Claude did best on a new benchmark for agents that build agents. It still passed fewer than a quarter of the tests. appeared first on The New Stack.

Project HydraFusion 是 GitHub 發佈的研究預覽，它不再將模型選擇視為一次性設置，而是針對每個請求構建並動態編排一個執行工作流，可在不同提供商的模型間進行起草、批判、升級等操作。目前僅在 GitHub Copilot CLI 中以研究預覽形式提供，並按實際調用的各模型標準令牌費率計費。

Coder發佈Coder Agent Relay服務，以SpaceXAI為首個合作伙伴，讓受監管行業的企業可以自託管運行編碼智能體，同時由Cursor在雲端負責推理和規劃。Coder CEO指出，真正的障礙不是token花銷，而是技術採用不均衡和部署架構不匹配。該服務目前處於私有預覽階段。

瞭解如何在 GitHub Copilot 應用中並行運行多個代理，體驗這種從感到混亂到掌控全局的轉變。每個代理會話獨立運行，互不干擾，讓你在更短時間內完成更多任務。

GitHub 博客介紹了 Copilot 降低 AI 編碼成本的四個實踐：不要只看單次工具調用的 token 數，而應從完整任務出發。通過選擇性壓縮噪音輸出、刪除不再使用的行號格式、用行為測試保護提示詞壓縮、以及批量直接交付後台完成結果，團隊在離線/在線實驗中讓推理成本或 token 用量下降約 1–5%，且未出現質量回退。

Paint.NET 作者 Rick Brewster 透露，為了讓 Paint.NET 在 WINE 上運行，他們使用 AI 工具 Claude 從零開始逆向工程重寫了 Direct2D。這個 18 萬行的代碼庫被戲稱為“vibe coding”產物，未經全面審查，但 Claude 的逆向工程能力令人印象深刻，同時也需要大量人工監督。

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Back to Blog The Problem Modern AI work already spans multiple tools. You might research in Gemini, think things through in ChatGPT, build in Claude Code or Cursor, and keep follow-up discussions going across all of the…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： Introducing wrapture New from Graham Dumpleton (of wrapt, mod_wsgi, and New Relic's Python agent fame), who describes Wrapture as taking the monkeypatching ideas from wrapt and extending them to apply to testing and tracing at the same time. Wrapture (full documentation here) makes it easy to wrap any function or method such that all access can be traced, or can be overridden to return a different value. It acts as both an alternative to unittest.mock and a way to implement tracing against an existing project: Attaching observation to code you do not control, recording what flows through it, and doing so without disturbing the program being watched, is a problem I have never really stopped thinking about. Wrapture includes OpenTelemetry support and even has an…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Three weeks ago we published an audit tracing a widely repeated 97%-failure-rate statistic back to a content-marketing article with no source, and along the way found a data-integrity bug in the most-reused public n8n w…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Cursor began rolling out Origin, its own code hosting platform, to paid users on Monday morning. Roughly three and a half hours later, GitHub's status page lit up with what became a six-hour-and-forty-two-minute global…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：hotSecurity Aug 30, 2026 • 3 min read AI coding agents followed abandoned package references Researchers found 120 unclaimed package or domain references across corporate llms.txt files. AI agents could use them to inst…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Tags: AI, LLMs, Coding, Technical Debt, Software Engineering Superhuman AI coding still makes software worse. AI is probably better than humans at writing code now. But skill at coding is not exactly the same thing as s…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：NatashaTheRobot Aug 30, 2026 I’ve been seeing a lot of posts lately saying that software engineers who use AI miss the flow state. This is a bit surprising to me because if anything, using AI puts me into an ULTRA INTEN…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：MCPSTRICT TYPESCRIPTZERO-CONFIG Persistent, Project-Local Memory for AI Coding Agents Coding agents forget decisions between sessions. OpenContext MCP exposes a lightweight Model Context Protocol server that enables AI…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI-assisted development Use Cursor, Claude, Copilot, or any coding agent to build on Lumify — with MCP tools, machine-readable docs, and copy-paste prompts that prevent hallucinated endpoints. API key Sign in, or get an…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Elon v Altman has a real consequence.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：An AI copilot is an AI assistant embedded directly in a software application. It...

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AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI coding bot vendors tell you to use a context file with instructions for the chatbot on how to edit your project. Claude Code wants a CLAUDE.md, or there’s AGENTS.md in general. [Anthropic] But does your AGENTS.md do…

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AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Notifications You must be signed in to change notification settings Fork 0 Star 1 BranchesTags Open more actions menu Latest commit History 177 Commits 177 Commits Folders and files NameName Last commit message Last com…