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A2A 又是啥?和 MCP 的關係?個人理解和定義梳理
繼 Anthropic 推出 MCP 之後,Google 終於下場了,推出了新的 AI 協議:A2A。這東西到底是幹啥的?和 MCP 有啥區別?具體咋用?下面我們詳細道來。A2A 能幹啥?A2A,全程 agent2agent,顧名思義,就是 agent 和 agent 之間的交流溝通的範式,詳細地說它可以實現 agent 和 agent 之間溝通、協作、委派、信息同步的同能,並將這個工作作爲一個標 ⌘ Read more

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ALPHA-One Leverages RISC-V StarPro64 for Compact Local LLM Deployment
PINE64 has shared early details of the ALPHA-One, a compact generative AI agent powered by the RISC-V-based StarPro64 SBC. Priced at $329.99, the device is aimed at developers and testers, and comes preloaded with a 7 billion parameter LLM running in a Docker container. The ALPHA-One is built on the StarPro64 SBC, which features the […] ⌘ Read more

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Microsoft unveils the new Start menu for Windows 11 users
I think one of the more controversial parts of Windows 11 – aside from its system requirements, privacy issues, crapware, and “AI” nonsense – is its Start menu. I’ve heard so many complaints about how it’s organised, its performance, the lack of customisation, and so on. Microsoft heard those complaints, and has unveiled the new Start menu that’ll be shipping to Windows 11 soon – and I have to say, there’s a ton of g … ⌘ Read more

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Chromium to use “AI” to combat the spam notifications it helped create
Notifications in Chrome are a useful feature to keep up with updates from your favorite sites. However, we know that some notifications may be spammy or even deceptive. We’ve received reports of notifications diverting you to download suspicious software, tricking you into sharing personal information or asking you to make purchases on potentially fraudulent online store fronts. To defend agai … ⌘ Read more

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SiFive and Kinara Partner to Launch USB-Based X280 RISC-V Vector Development Board
SiFive and Kinara have announced a new partnership to offer developers direct access to the SiFive Intelligence X280 RISC-V vector processor through a compact USB-based enablement board. The HiFive Xara X280 board, based on Kinara’s Ara-2 processor, is designed to allow early-stage evaluation and development of RISC-V vector software, particularly for AI and machine learning […\ … ⌘ Read more

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“AI” automated PR reviews mostly useless junk
The team that makes Cockpit, the popular server dashboard software, decided to see if they could improve their PR review processes by adding “AI” into the mix. They decided to test both sourcey.ai and GitHub Copilot PR reviews, and their conclusions are damning. About half of the AI reviews were noise, a quarter bikeshedding. The rest consisted of about 50% useful little hints and 50% outright wrong comments. Last week we reviewed all our exp … ⌘ Read more

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Which AI “arena” is the one we can actually trust?
I’m getting deeper and deeper into the AI space, and I’m discovering the different AI “arenas” and benchmarking. I have no idea what to trust or leverage to help me learn about the different models out there. Does the lobste.rs community have one that they go to by default? ⌘ Read more

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如何把 ASP-NET Core WebApi 打造成 Mcp Server
前言    MCP (Model Context Protocol) 即模型上下文協議目前不要太火爆了,關於它是什麼相信大家已經很熟悉了。目前主流的 AI 開發框架和 AI 工具都支持集成MCP,這也正是它的意義所在。畢竟作爲一個標準的協議,當然是更多的生態接入進來纔會有意義。使用 MCP 我們可以把Tools調用標準化,這意味着我們可以忽略語言、框架快速把工具融合到不同的模型中去。現在,如何把現 ⌘ Read more

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How to Increase VRAM Allocation on Apple Silicon Mac
Advanced Mac users may wish to manually increase the VRAM allocation on their Apple Silicon Mac for performance reasons when engaging in graphics intensive tasks like running LLMs locally, AI models, or any graphics heavy applications, whether for gaming or video editing. This is possible because Apple Silicon chips offer unified memory architecture, meaning the … [Read More](https://osxdaily.com/2025/05/07/how-to-increase-vram- … ⌘ Read more

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‘I don’t see how it doesn’t happen’: Apple eyes giant change to devices
Apple is “actively looking at” revamping the Safari web browser on its devices to focus on AI-powered search engines, a seismic shift for the industry hastened by the potential end of a longtime partnership with Google. ⌘ Read more

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curl bans “AI” security reports as Zuckerberg claims we’ll all have more “AI” friends than real ones
Daniel Stenberg, creator and maintainer of curl, has had enough of the neverending torrent of “AI”-generated security reports the curl project has to deal with. That’s it. I’ve had it. I’m putting my foot down on this craziness. 1. Every reporter submitting security reports on Hackerone for curl now needs to answer this question: “Did you … ⌘ Read more

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9-9K Star AI 自動化瀏覽器 Stagehand 穩如「老司機」
Stagehand 是一個結合了 AI 代理、AI 工具和 Playwright 的瀏覽器自動化框架。 核心理念是:讓自動化任務既可控又智能。 與傳統工具不同,Stagehand 不僅僅依賴 AI 代理的 “黑箱操作”,而是通過與 Playwright 的深度結合,賦予開發者對瀏覽器會話的完全控制權。 這意味着,你可以輕鬆應對那些傳統工具難以解決的複雜場景,比如動態 DOM、UI ⌘ Read more

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IBM unveils the LinuxONE Emperor 5
Following the recent release of the IBM z17 mainframe, IBM today unveiled the LinuxONE Emperor 5, which packs much of the same hardware as the z17, but focused on Linux use. Today we’re announcing IBM LinuxONE 5, performant Linux computing platform for data, applications and your trusted AI, powered by the IBM Telum II processor with built-in AI acceleration. This launch comes at a pivotal time, as technology leaders focus on three critical imperatives: enabling … ⌘ Read more

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Securing Model Context Protocol: Safer Agentic AI with Containers
Model Context Protocol (MCP) tools remain primarily in the hands of early adopters, but broader adoption is accelerating. Alongside this growth, MCP security concerns are becoming more urgent. By increasing agent autonomy, MCP tools introduce new risks related to misalignment between agent behavior and user expectations and uncontrolled execution. These systems also present a novel… ⌘ Read more

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GhidraMCP 搭建及核心源碼閱讀
前言–手動逆向太費勁了 想找個 AI 助手幫我逆向一下 逛 github 的時候看到了一個 GhidraMCP 於是打算拿來用用 所以本文記錄一下 GhidraMCP 搭建以及源碼解析什麼是 MCP——-MCP(Model Context Protocol,模型上下文協議)是一種開放協議,旨在實現 大型語言模型(LLM) 應用與外部數據源、工具和服務之間的無縫集成,類似於網絡中的 HTT ⌘ Read more

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圖解 AI 三大核心技術:RAG、大模型、智能體
大模型中的 Transformer 與混合專家(MoE)5 種大模型微調技術傳統 RAG 與 Agentic RAG 對比5 種經典的智能體設計模式5 大文本分塊策略智能體系統的 5 個等級傳統 RAG vs HyDERAG vs Graph RAGKV caching ⌘ Read more

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(Updated)Modular Cerebro Clusterboard Supports Raspberry Pi CM4/CM5, Jetson, and Radxa CM5
Cerebro is an upcoming clusterboard platform launching on Kickstarter, designed for AI, edge computing, and embedded development. It supports a range of compute modules including Raspberry Pi CM4 and CM5, NVIDIA Jetson, and Radxa CM5, providing a modular base for scalable systems. The board can host up to four compute nodes and includes an onboard, […] ⌘ Read more

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Introducing Docker MCP Catalog and Toolkit: The Simple and Secure Way to Power AI Agents with MCP Tools
Model Context Protocols (MCPs) are quickly becoming the standard for connecting AI agents to external tools, but the developer experience hasn’t caught up. Discovery is fragmented, setup is clunky, and security is too often bolted on last. Fixing this experience isn’t a solo mission—it will take an industry-wide effort. A secure, scalable, and trusted MCP… ⌘ Read more

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Announcing the Automated Governance Maturity Model
We are entering an era where Governance is increasingly important; with AI systems generating code and becoming a critical part of application’s runtime infrastructure, we can produce outputs at an increasingly rapid pace. Organizations and individuals… ⌘ Read more

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So, the “AI” bots have reached my website. Looks like they’re just slowly crawling everything at the moment – no DDoS-like attack yet. I wonder if that has something to do with my website being 100% static HTML. There are no GET parameters they can tweak and, at the end of the day, there’s not that much data on my server anyway … And maybe they have no idea what stagit is, so it doesn’t trigger “standard behavior”, like “this is a Gitea instance, let’s crawl this like crazy!”?

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The AI-Powered DevOps revolution: Redefining developer collaboration
Collaboration is crucial to successful software delivery. Let’s dive into how AI can help your development teams decrease their time to delivery, and foster better communication and collaboration using GitHub Copilot.

The post [The AI-Powered DevOps revolution: Redefining developer collaboration](https://github.blog/ai-and-ml/github-copilot/the-ai-powered-devops-revolution-redefining-de … ⌘ Read more

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“I use zip bombs to protect my server”
The majority of the traffic on the web is from bots. For the most part, these bots are used to discover new content. These are RSS Feed readers, search engines crawling your content, or nowadays AI bots crawling content to power LLMs. But then there are the malicious bots. These are from spammers, content scrapers or hackers. At my old employer, a bot discovered a wordpress vulnerability and inserted a malicious script into our server. It then turned the m … ⌘ Read more

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