用 MCP 和 A2A 構建 3 個 Agent 的多智能體系統 -MAS-
圖題：U。U｜來源：Hailey接上篇技術分析文章，目前我對 Multi-agent based 產品是無法信任的，市面上的無論已公測還是 waiting list 狀態的 Agentic AI 產品，我只願意試用失敗情況下對個人隱私和利益影響最小的功能。原因也很直觀，單 agent 無法實現 showcase 裏 fancy 的產品效果，多 agent 存在數據 / 工具錯誤和幻覺等問題導致 意 ⌘ Read more
Context Engineering 實戰指南：一種全面的 AI 開發方法
什麼是 Context Engineering？————————幾年前，許多人，甚至頂尖的 AI 研究人員，都聲稱提示工程（prompt engineering）現在應該已經過時了。顯然，他們大錯特錯了。事實上，提示工程現在比以往任何時候都更重要。它是如此重要，以至於現在被重新命名爲 “語境工程”（context engineering）。是的，這又是一個時髦的術語 ⌘ Read more
GitHub Copilot 在 VS Code 上的終極中文指南：從安裝到高階玩法_vscode copilot
前言GitHub Copilot 作爲 AI 編程助手，正在徹底改變開發者的編碼體驗。本文將針對中文開發者，深度解析如何在 VS Code 中高效使用 Copilot，涵蓋基礎設置、中文優化、核心功能詳解，並提供多個實戰場景配置模板。一、安裝與配置全流程1. 完整安裝步驟擴展安裝 打開 VS Code → 點擊左側活動欄的 Extensions 圖標（或按 Ctrl+Shift+X） ⌘ Read more
一文了解 AI Agent 的解析模式
AI Agent 智能體是指一種能夠感知環境、自主決策並採取行動以達到特定目標的智能實體。它可以存在於虛擬或物理世界中，通過數據交互、學習和推理來完成任務。具備自主性、反應性、社交性和適應性等特點，能夠根據環境的變化調整自己的行爲，以達到預設的目標。下面說下 AI Agent 的解析模式。一、需求處理模式1. 被動目標創建者場景：用戶明確表達需求（如 “我要牛排”） 特點：直接記錄需求，不做 ⌘ Read more
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A good blog post that makes some good points: Can I ethically use LLMs?
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I’ve been playing around with AI at home over the past few months and building my own neural networks from scratch (in Go) with genetic algorithms
Oh, is that all 🤣
That sounds like some intensive ‘playing around’ haha
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A good blog post that makes some good points: Can I ethically use LLMs?
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@eldersnake@we.loveprivacy.club Yeah for sure! The thing that annoys me about a lot of this, is the sheer fact you can’t really self-host let alone self-train these things I’ve been playing around with AI at home over the past few months and building my own neural networks from scratch (in Go) with genetic algorithms on a few tasks and training sets, but man it’s hard™ 🤣 I feel like we’re doing something wrong here…
How you can tell a “review post” on some random website was written by AI?
Ergonomically nicer than its binocular counterpart
How exactly is this a reason to avoid?! 🤦♂️
** Om nom nom LLMs, in which I respond to Simon Willison’s analogy **
I am hesitant to wade into the tumultuous waters that are the discourse around generative AI and LLMs, but this morning I came across a thing that so thoroughly melted my brain I feel uncontrollably compelled to respond.
This morning, at evidently 4:10 AM (no mention of timezone), Simon Willison shared the following blog post, quoted here in full:
Quitting programming as … ⌘ Read more
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https://threadreaderapp.com/thread/1935344122103308748.html Interesting article on how ChatGPT is rotting your brain 🤣
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@movq@www.uninformativ.de I think it’s here on MIT’s website: Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task 🤔
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FFS! Can't I just get results, accurate no BS results? No erroneous/misleading AI-Slop of a summary I've never asked for ? I get it, there is plenty of people who LOooove (if not worship) that shit, Good for them! But at least make it opt-in or add in some kind of "Do Not Slop" browser option (as if the "Do Not Track" one made a difference, but I digress). Shit's only going down-hill from here, I might as well as just spin up my own Searx instance and call it a day.
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@aelaraji@aelaraji.com i’m so sick of AI summaries they piss me tf off
FFS! Can’t I just get results, accurate no BS results? No erroneous/misleading AI-Slop of a summary I’ve never asked for ? I get it, there is plenty of people who LOooove (if not worship) that shit, Good for them! But at least make it opt-in or add in some kind of “Do Not Slop” browser option (as if the “Do Not Track” one made a difference, but I digress). Shit’s only going down-hill from here, I might as well as just spin up my own Searx instance and call it a day.
Soooo very very close! 😅 
Of Pointlessware and CEOs
Had a moment, to check up on some of the companies, I stopped following, get to The Browser Company and see their newest product - it’s just Chrome, with an AI chat window pop-up and that’s it. Something Canary Chrome, come with already.
I see Theo from T3.gg, making fun of it on YouTube and promoting “his” product - an AI chat app, where you can choose from multiple models, by all the popular AI companies. Something I already have a worse version of, at work and I don’t even use it.
There’s also an interview, about the future of virtual keyboards, surely this is at least actually a real thing and not more pointless horse shit. I check the website of the keyboard SDK, and it’s around 20 identical apps, that just copy the same keyboard SDK/api and slap chatgpt features on top - in the App Store, these are surrounded by chatgpt clones, that just feed the users prompts, into the real thing and put ads, next to the answers.
iFLYTEK Wins CNCF End User Case Study Contest for Scalable AI Infrastructure Breakthroughs with Volcano
Company to present large-scale Kubernetes model training success at KubeCon + CloudNativeCon China 2025 Hong Kong, China — 10 June 2025 — The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud native software,… ⌘ Read more
GitHub for Beginners: Code review and refactoring with GitHub Copilot
Learn how to use GitHub Copilot to help review and polish your code.
The post GitHub for Beginners: Code review and refactoring with GitHub Copilot appeared first on The GitHub Blog. ⌘ Read more
從零開始編寫 Mcp Server， 發佈上線，超簡單全網最細
MCP 簡單來說就是 AI 大模型的標準化工具箱。在我們之前的很多期視頻裏面，只是討論瞭如何使用別人已經編寫好的 MCP Server，對接到 AI 客戶端裏面，實現各種智能體與工作流。本期視頻我們轉換到開發者的角度，超簡單，幾分鐘之內編寫一個 MCP Server，並且把它發佈上線，提供給所有人去使用。本期視頻內容較多，並且十分硬核，可以幫助我們從開發者的角度更加深入理解 MCP 協議。在爬爬蝦 ⌘ Read more
重磅！Qwen3 Embedding 王炸登場，AI 文本理解邁入新紀元！
各位 AI 愛好者、開發者們，準備好了嗎？今天，一個能徹底顛覆你對 AI 文本理解認知的 “王炸” 產品——Qwen3 Embedding 系列模型——正式發佈了！它不僅僅是一個模型，更是一個將帶領我們進入 AI 文本處理新紀元的里程碑！🤯💥 爲什麼說它是 “王炸”？五大亮點讓你不得不服！Qwen3 Embedding 系列模型，作爲 Qwen 家族的最新力作，專爲文本嵌入和排序任務而生，它繼承了 ⌘ Read more
On my blog: Generative AI Wish List https://john.colagioia.net/blog/2025/06/08/ai-wish-list.html #artificialintelligence #harm #rant
The 5 Cybersecurity Roles That Will Disappear First
Think your job is safe from AI? Think again. These are the first cybersecurity roles AI will eat.”
[Continue reading on InfoSec Write-ups »](https://infosecwriteups.com/the-5-cybersecurity-role … ⌘ Read more
Builder.ai collapses after revelation that its “AI” was hundreds of engineers ⌘ Read more
Kubeflow Advances Cloud Native AI: a glimpse into KubeCon + CloudNativeCon Europe 2025
The Kubeflow community is rapidly growing due to its contributions to advancing AI by streamlining the AI/ML experience in Kubernetes. Kubeflow provides a composable ecosystem for implementing end-to-end solutions for AI/ML. Kubeflow includes the following projects:… ⌘ Read more
Assigning and completing issues with coding agent in GitHub Copilot
Have you tried the new coding agent in GitHub Copilot? Here’s how developers are using it to work more efficiently.
The post Assigning and completing issues with coding agent in GitHub Copilot appeared first on The GitHub Blog. ⌘ Read more
Meta: Shut down your invasive AI Discover feed
Article URL: https://www.mozillafoundation.org/en/campaigns/meta-shut-down-your-invasive-ai-discover-feed-now/
Comments URL: https://news.ycombinator.com/item?id=44201872
Points: 500
# Comments: 214 ⌘ Read more
什麼是 AI 智能體？如何一步步構建屬於你自己的智能體？
什麼是 AI 智能體？下一件大事？Gartner 認爲：AI 智能體（AI Agents）將是未來的關鍵技術。OpenAI、Nvidia 和 Microsoft 正在大力投入，甚至像 Salesforce 這樣在 AI 領域一向低調的公司，也已悄然下注。而毫無疑問，這項技術目前正迅猛崛起。那麼，這一趨勢背後真正的是什麼？理解智能體（Agents）的關鍵在於：自主性（Agency）。不同於傳統的生成 ⌘ Read more
別被炒作迷惑！吳恩達告訴你 AI Agent 智能體的真相與誤區
在 AI 領域，炒作往往走在實踐的前面，今年熱議的 AI Agent（智能體）就是這樣一個充滿誤解與過度承諾的熱門概念。吳恩達（Andrew Ng）無疑是人工智能領域最具影響力的人物之一。作爲斯坦福大學教授、Coursera 聯合創始人、百度前首席科學家、AI Fund 創始人，他不僅推動了深度學習的普及，還培養了一代 AI 人才。另一邊，LangChain 作爲當前最流行的大語言模型應用開發框架 ⌘ Read more
“AI” coding chatbot funded by Microsoft were Actually Indians
London-based Builder.ai, once valued at $1.5 billion and backed by Microsoft and Qatar’s sovereign wealth fund, has filed for bankruptcy after reports that its “AI-powered” app development platform was actually operated by Indian engineers, said to be around 700 of them, pretending to be artificial intelligence. The startup, which raised over $445 million from investors including Microsoft and the Qatar Investm … ⌘ Read more
AI transforms personalised customer experiences
Businesses are turning to artificial intelligence (AI) to forge deeper, more meaningful connections with their customers. ⌘ Read more
Deep learning gets the glory, deep fact checking gets ignored
Article URL: https://rachel.fast.ai/posts/2025-06-04-enzyme-ml-fails/index.html
Comments URL: https://news.ycombinator.com/item?id=44174965
Points: 500
# Comments: 109 ⌘ Read more
How to Make an AI Chatbot from Scratch using Docker Model Runner
Today, we’ll show you how to build a fully functional Generative AI chatbot using Docker Model Runner and powerful observability tools, including Prometheus, Grafana, and Jaeger. We’ll walk you through the common challenges developers face when building AI-powered applications, demonstrate how Docker Model Runner solves these pain points, and then guide you step-by-step through building… ⌘ Read more
FriendlyElec NanoPi M5 Offers RK3576, Dual LAN, MIPI-CSI, and 6 TOPS NPU
FriendlyElec has introduced the NanoPi M5, a compact single-board computer based on the Rockchip RK3576 processor. It features a 6 TOPS INT8 NPU, supports LPDDR4X or LPDDR5 memory, and offers UFS 2.0 storage along with dual Gigabit Ethernet and MIPI-CSI/DSI interfaces. Compared to recently launched boards such as the NanoPi Zero2 (RK3528A), NanoPi M6 (RK3588S), […] ⌘ Read more
Hack the model: Build AI security skills with the GitHub Secure Code Game
Dive into the novel security challenges AI introduces with the open source game that over 10,000 developers have used to sharpen their skills.
The post Hack the model: Build AI security skills with the GitHub Secure Code Game appeared first on The GitHub Blog. ⌘ Read more
Page Magic: A Chrome extension that uses AI to customize the appearance of any web page
Comments ⌘ Read more
MCP 安全檢查清單：AI ⼯具⽣態系統安全指南
背景本安全檢查清單由 @SlowMistTeam 編寫並維護。慢霧科技作爲全球領先的區塊鏈生態威脅情報公司，旨在幫助區塊鏈生態與 AI 生態相融合的過程中擁有更加深度的安全防護能力及保護用戶擁有更高的隱私性。 感謝 FENZ.AI 傾力相助。FENZ.AI 以未來科技重塑 AI 安全審計。從 MCP 攻擊檢測到 AI 忠誠度評估， Fenz 正在構建 AI 時代的基礎設施——“超級智能，始於 ⌘ Read more
兩分鐘實現一個 chrome 插件
放在以前，2 分鐘寫一個 chrome 插件是想都不敢想，但是今天，通過 ai 賦能，我們可以很容易的就實現了。效果圖—用戶可以設置最大的標籤頁數量和超出數量的管理策略，來管理 chrome 當前窗口的標籤頁。需求場景—-在公司辦公的時候，一個 chrome 頁面，不斷的新開標籤頁，標籤頁越來越多，最後直接都找不到之前想要找到的標籤頁了。所以可以通過這種標籤頁管理插件來管理自己當前的瀏覽器 ⌘ Read more
My AI skeptic friends are all nuts
Article URL: https://fly.io/blog/youre-all-nuts/
Comments URL: https://news.ycombinator.com/item?id=44163063
Points: 511
# Comments: 691 ⌘ Read more