← 所有主題指南← ALL TOPIC GUIDES
AI 代理與工作流AI Agents & Workflows
全站 AI Agents 文章總覽：代理的 prompt 設計、生產環境可靠性、工具與 MCP 串接，以及上線後的安全閘門。Every post here on AI agents: prompt design for agents, production reliability, tool and MCP integrations, and guardrails once agents ship.
主題簡介ABOUT THIS TOPIC
這個主題收集全站談 AI 代理的文章：從單一 agent 的 prompt 寫法，到多步驟工作流、工具呼叫與 MCP 串接，再到把代理放進生產環境的工程決策。
反覆出現的主題很一致：可靠的代理靠的不是更強的模型，而是環境與流程——授權邊界、沙盒、評測與人工審批。這裡的文章多半至少碰到其中一個環節。
必讀精選優先收錄有實際部署經驗的文章；完整時間線收錄此主題全部文章。
This hub collects the agent coverage on this site: from prompt writing for a single agent to multi-step workflows, tool calling and MCP integrations, and the engineering decisions that come with putting agents into production.
One theme recurs: reliable agents come from the environment and the process, not just a stronger model — authorization boundaries, sandboxes, evaluations, and human approval. Most articles here touch at least one of those.
The must-read picks favor posts with real deployment experience; the full timeline lists every article in this hub.
必讀精選MUST READ
6GPT-5.6 Prompt 寫法：少寫一點，結果反而更好
把 OpenAI 官方 GPT-5.6 Sol prompting guidance 整理成繁中實戰指南：意圖理解與精簡機制、三層授權邊界、工具路由與停止條件、PTC 判準，以及 migration 順序與模型家族速覽。
閱讀 ↗Shippy 的生產經驗：可靠 Agent 靠的不是只換一個更強模型
Ai2 海事 agent Shippy 用四層工程面對高風險決策：soul/skills/config 三層分離、確定性 CLI 包住複雜 API、每 session 獨立沙盒，以及以 live data 評測整個 agent 的 release gate。
閱讀 ↗AI SDK 7 不只包裝模型 API：Agent 開始需要真正的生產控制
AI SDK 7 以統一推理控制、typed Tool Context、三型審批、耐久工作流、Sandbox 抽象與全域 Telemetry，把 TypeScript agent 開發推向生產級。本文從 Adapter 到 Runtime 的架構視角，整理五大面向的設計動機、實驗性邊界與採用順序。
閱讀 ↗Vercel Agent 進入 Production：先調查、再提案，批准後才動手
從 500 錯誤在三分鐘內完成回滾的官方案例出發，拆解 Vercel Agent 的五種實際用法、plan-to-permission 安全模型、Firecracker sandbox 驗證機制，以及 builder 可直接搬走的 production agent 安全設計清單。
閱讀 ↗Firecrawl 101：Agent 要讀懂即時網頁，其實需要六種不同能力
以 web context 缺口為主軸，拆解 Firecrawl 六個端點的設計動機與適用場景，附上 research agent 與 enrichment pipeline 兩個可直接套用的 production 模式，以及何時該停在最小組合。
閱讀 ↗WebMCP 遇上 Headless Agent：Firecrawl 如何補上瀏覽器這一環
WebMCP 提案讓網站直接向 Agent 註冊 developer-defined tools，但 Chrome 官方文件明言目前不支援 headless 呼叫。本文整理 WebMCP 的工具模型與 Chrome 157 時程、headless 限制的根源，以及 Firecrawl interact 如何用雲端真實瀏覽器把 discovery 與執行串成單一 tool call。
閱讀 ↗
GPT-5.6 Prompting: Less Writing, Better Results
A hands-on field guide to OpenAI's GPT-5.6 Sol prompting guidance: why shorter prompts work better, three-tier authorization boundaries, tool routing with stop conditions, and PTC criteria.
READ ↗Building Reliable AI Agents: Lessons from Shippy's Architecture
How Ai2's maritime agent Shippy engineers reliability: a three-part anatomy, a deterministic CLI over complex APIs, per-session sandbox isolation, and whole-agent eval as a release gate.
READ ↗AI SDK 7: Production Control for Agents Beyond Model APIs
AI SDK 7 turns the TypeScript SDK into an agent runtime: typed tool context, approvals, durable workflows, sandboxes, and telemetry — what changed, what is experimental, and the order to adopt.
READ ↗How Vercel Agent Handles Production Access Without Handing Over the Keys
A vendor-documented 3-minute rollback walkthrough, five daily jobs, the plan-to-permission model, Firecracker sandbox verification, and a reusable production-agent safety checklist.
READ ↗Firecrawl 101: How AI Agents Can Read the Live Web with Six Endpoints
The web context gap: agents train on static snapshots, the live web keeps moving. How Firecrawl's six endpoints divide the work, two copyable patterns, and when to keep the composition small.
READ ↗WebMCP Meets Headless Agent: How Firecrawl Bridges the Browser Gap
Chrome's own docs say headless browsers cannot call WebMCP tools yet. A walkthrough of the tool model, the Chrome 157 timeline, and how Firecrawl interact bridges the gap with a real cloud browser.
READ ↗
完整時間線
176 篇文章展開全部 176 篇文章
2026 / 173 篇
- 當 agent 也能改 production：Cloudflare 把 Workers 權限切到單一資源
- 把公司資料變成對話：Data agent 如何縮短從問題到答案的距離
- Grok 接上 Coinbase：當 agent 能直接動你的交易所帳戶
- Hermes Agent：記憶留在本機、會自己長出技能的開源助理
- 為代理挑選網頁搜尋 API：先定義任務，再比較六種工具
- DevFest 2026 回歸：開發者如何從 800 場實體活動中挑出對自己有用的 agentic AI 內容
- 把電子郵件拆成三十個小模型：Fyxer 如何讓 AI 助理值得信賴
- 把銀行 API 上線流程拆成七個專責代理：Ninth Wave 在 Amazon Bedrock 上的多代理設計
- 當模型開始替你的系統做測試：Perplexity 把 GPT‑6 Astra 放進端到端流程
- Fable 5.1 的省錢關鍵不是模型，而是你的快取讀取比例
- 把行銷維運寫成程式碼：用 GitHub 把活動從規劃到追蹤自動化
- 流程編排的三種執行模型：先決定誰能做決定，再談工具
- 把測試證據放進開發流程：Cognition 用 GPT‑6 Astra 讓 Devin 自己驗證成果
- 把互動介面塞進對話框之後：MCP Apps 在 AgentCore 上的部署取捨
- 當網頁開始對你的代理下指令：Prompt Injection 的實務風險與防線
- AI 軟體工廠的關鍵不是代理，而是五道閘門
- 把 diff、終端機與瀏覽器收進同一個視窗：Copilot app 對審核流程的實際改變
- Muse Spark 1.1 把「工具呼叫」變成產品架構問題：Meta Model API 公開預覽的實務訊號
- 別再只看每百萬 token 報價：Amazon Bedrock 上的 OpenAI 模型該怎麼挑
- RFI 問卷自動化：把多分頁 Excel 變成可驗證的資料管線
- 挑選 AI 語音代理平台：先拆解成本與部署層級，再談功能
- 用 AgentCore 把付費數據變成按次計費的投資工作台
- 從 Fortran 77 到 C++：AI 代理如何處理 4 萬行物理模擬程式碼的現代化
- AI 代理如何把網路間諜活動從「人為指揮」變成「自主執行」
- Claude 十一天形式化費馬最後定理：1,300 萬行 Lean 完整證明
- 自動化的早期足跡：從 ATE 資料集看 AI 工具的真實樣貌
- 用 Amazon Bedrock AgentCore 打造跨 WhatsApp 的點餐助理：文字、語音、通話一條龍
- Claude Code 不只是終端機：artifacts、auto mode 與 /design 如何把它變成協作平台
- MCP 2.0 無狀態化：一次請求取代兩段式握手，代理工具基礎設施補上最後一塊
- Meta Muse Spark 1.3：把「會問問題、知道極限」的代理行為當成主打功能
- OpenAI 推出 Astra：第一個觸發 Critical 網路門檻的模型如何安全上架
- 用生成式 AI 重整支援營運：AWS 的實務架構
- 從澳洲呼叫 OpenAI 模型：Amazon Bedrock 全球跨區域推論的實作重點
- 2026 年 Claude Code 與 Codex 實測推薦：12 個 MCP Server 完整比較
- BotBase for Operators：讓網站主與機器人營運者不再互相猜測
- 生成式 AI 落地：從商業需求出發，而非追逐熱潮
- Model Hardware Standard 研究預覽：讓 AI Agent 安全操作實驗室與工廠設備
- Google Cloud 推出 Gemini Enterprise for Legal：把 agent 工作流帶進律師事務所
- 為 AI Agent 挑選學術搜尋 API：五種工具的取捨與實務考量
- NVIDIA AVO 於 ARC-AGI-3 滿分：模型之外的代理系統才是關鍵
- Bot Preference Sync：Cloudflare 把 AI 機器人政策寫回 robots.txt
- OAuth 不再全有或全無：Cloudflare 推出可自訂的授權範圍
- Copilot canvases：把 agentic workflow 從聊天捲動搬上可審視的畫布
- 看不見的 Agent 流量：Cloudflare 如何偵測 Shadow MCP 並收回治理權
- DeepSeek 開源 Agent Harness：一切皆外掛的開發者預覽
- Gemini 3.7 Flash 三週再迭代：寫程式與代理更強、入門價砍半
- 從輔助到執行：企業如何讓 AI 真正動手做事
- Claude Sonnet 5：把 Opus 級能力帶到 Sonnet 價格帶
- Meta 回歸開放權重：30B 的 Muse Glimmer 把本地代理變成現實
- 2026 年值得安裝的 ChatGPT 插件：把對話變成工作台
- OpenAI 首度無法排除 Astra 達 Critical 網路門檻
- Cloudflare AI Search：為你的 Agent 加上一個專屬搜尋引擎
- 2026 年企業級網頁爬蟲服務怎麼選：從 Firecrawl 到 Octoparse 的實用比較
- 第三方資安測試中，模型為何越界？OpenAI 揭露兩起評估事件
- 把問題倒過來問：Agent Cloud 到底是為誰設計的？
- Gemini Managed Agents 更新：預設 3.6 Flash、環境鉤子與成本控制
- AI 代理逃出評估沙盒入侵 Hugging Face：四天半攻擊的技術時間線
- OpenRouter Classifiers：讓每筆 AI 請求自己交代用途與成本
- OpenAI 認了：內部評估模型逃出沙盒，駭進 Hugging Face 作弊
- Block 開源 Buzz:團隊聊天、AI 代理與 Git 託管共用一條事件流
- 把 Claude Code 放到備用 Mac：隔離 Agent 工作站的價值與安全界線
- Project Think：Cloudflare 為下一代 AI Agent 打造的新基礎
- WebMCP 遇上 Headless Agent：Firecrawl 如何補上瀏覽器這一環
- Grok 4.5：勝負各半的 benchmark，與四分之一 token 的效率算盤
- LM Studio 推出 Bionic：開源模型專用的本機 AI Agent
- Shippy 的生產經驗：可靠 Agent 靠的不是只換一個更強模型
- Lyzr 用自家 Agent 談成 1 億美元 B 輪募資
- GPT-5.6 Prompt 寫法：少寫一點，結果反而更好
- Claude Fable 5 簡評：不是更強的聊天模型，而是長任務的自主工作者
- Vercel Agent 進入 Production：先調查、再提案，批准後才動手
- Gemini API 的 Managed Agents 更新：背景任務與遠端 MCP 的實務意義
- AI 法律新創 Norm 募得 1.2 億美元，躋身獨角獸
- Cognition 推出 Devin Security Swarm：代理群驗證漏洞並自動修補
- Sourcegraph Agentic Batch Changes 公測：代理自動完成大規模程式碼遷移
- Claude 3.7 Sonnet 的「延長思考」：可調控的推理預算與可觀察的思考過程
- Gemini Spark 登上 Mac：Google 代理助理接管你的桌面
- AWS 投入 10 億美元成立 FDE 組織，把工程師送進客戶現場
- Claude Code 六月底連發：組織預設模型上線、MCP 邊界補強
- Cloudflare OAuth 全開放：自助式用戶端與零停機引擎升級
- General Intuition 募 3.2 億美元：用遊戲數據教 AI 直覺
- AI SDK 7 不只包裝模型 API：Agent 開始需要真正的生產控制
- OpenRouter MCP：讓 Coding Agent 用即時價格與評測選模型
- AWS Lambda 推出 MicroVMs：AI 程式碼的隔離沙箱
- MosaicLeaks 基準：研究代理的對外查詢正在洩漏企業機密
- Cloudflare 臨時帳號讓 AI 代理免註冊直接部署
- Cursor Automations 入門：把 AI 工作流丟上雲端，用 Firecrawl 補上即時資料
- Anthropic Project Fetch 第二階段：Opus 4.7 操作機器狗比人快 20 倍
- MCP 企業託管授權定案：零接觸 OAuth 讓 AI 代理連上企業工具
- Vercel 企業版：讓內部 AI Agent 與應用安全上線的四道預設防線
- Salesforce 36 億美元收購 Fin：Intercom 轉型 AI 客服的完局
- AI 原生轉型不是導入工具，而是重新設計工作流程：Endava 的實戰經驗
- Poke 獲蘋果核准：Messages for Business 首個獨立 AI 代理上線
- AI 令網路攻擊更危險，但現有框架可能看不見
- Visa 投資 Replit:讓 AI 開發平台原生內建金流
- Gemini Spark 實測：雲端 24/7 代理助理能做什麼、卡在哪
- OpenRouter Guardrails：不改 code，在 workspace 層為 Agent 裝上成本與安全閘門
- Asana 以 7,500 萬美元收購 StackAI，補齊人機團隊執行層
- Firecrawl 的 /monitor 是為 AI 代理搭建的網頁變化感知層
- Sesame iOS 版上線:四位語音 Agent、平行搜尋與 2027 智慧眼鏡
- Robinhood 開放 AI 代理人代客下單與刷卡消費
- Runtime（YC P26）上線：把沙盒化 coding agents 開放給整個團隊
- Google I/O 2026：Pichai 宣告 agentic Gemini 時代，搜尋 25 年來最大改版
- IrisGo 桌面 AI 管家：看一次就學會的主動式代理人
- Firecrawl 101：Agent 要讀懂即時網頁，其實需要六種不同能力
- NanoClaw 走紅之後：拒絕 2,000 萬美元收購，把 agent 關進容器
- 黃仁勳宣稱 Vera CPU 打開 2,000 億美元新市場：agent 晶片戰開打
- Anthropic 收購 Stainless：SDK 生成工具收編為自家專用
- PwC 將 Claude 推進企業生產：從 10 週縮到 10 天的保險核保，背後是 Agentic 的落地策略
- Amazon 推 Alexa for Shopping 取代 Rufus：個人化 AI 購物助理
- Thinking Machines 互動模型：把即時對話訓練進模型本體
- Medicare ACCESS 給付新制:AI 醫療首次有了可收費的位置
- SAP 收購 Prior Labs：四年 11 億歐元打造結構化資料 AI 實驗室
- Altara 種子輪 700 萬美元：為物理科學補上資料斷層
- Etsy 把商店搬進 ChatGPT：從結帳失敗轉向對話式導購
- OpenAI 傳開發 AI Agent 手機:用 Agent 取代 App 的豪賭
- 中國否決 Meta 併購 Manus:20 億美元交易踩線被撤
- Meta 員工鍵擊成訓練資料：Model Capability Initiative 的隱私爭議
- Sierra 收購 Fragment：客服代理平台的第三樁併購與法國佈局
- Yelp 春季改版：AI 助理從問答走到訂位點餐一條龍
- Google 掃描公開網路：間接提示注入攻擊正在增長
- Zapier 推出自動化 Agent 評測集 AutomationBench：前沿模型全數不及格
- 當搜尋引擎要服務上千個 AI agent：Exa 用 DAG 管線解決可觀察性難題
- Codex 更新：從寫 Code 到幫你操作電腦
- Cloudflare Agent Cloud 引入 OpenAI 模型：企業部署代理的新基建
- Vercel 表態 IPO 就緒：AI Agent 部署潮成為營收引擎
- Gartner：2028 年 25% 企業 GenAI 應用每年至少 5 次資安事件
- Claude 進軍金融服務：Anthropic 推出整合數據與分析的一站式方案
- ServiceNow AI 定價重構：Foundation、Advanced、Prime 三級方案迎戰企業 ROI 難題
- A2A 協定滿一週年:150 家組織、五種 SDK 與 v1.0 穩定規格
- 企業 AI 的下一個階段：從 Copilot 到公司級 Agent 平台
- Claude Cowork 正式版上線：桌面 Agent 補齊企業治理配套
- DeepSearchQA 實測：Ultra 準度勝 GPT-5.4，成本僅 43%
- Web Search 與 Deep Research：2026 年 Agent 的資料層已經變成基礎設施
- Bluesky 推出 Attie：用 Claude 打造自己掌控的演算法
- GLM-5.1 送進 Coding Plan：Z.ai 把 8 小時自主編程變成訂閱規格
- Shield AI 募 20 億美元、估值翻倍至 127 億，收購 Aechelon 深耕軍用自主
- Accenture 攜手 Anthropic 推出 Cyber.AI：Claude 當資安營運的推理引擎
- Google RSAC 2026：用 Gemini 情報與 AI Agent 追上 22 秒的攻擊
- Visa Agentic Ready 登場：歐洲 21 家發卡行實測 AI 代理付款
- NVIDIA 開源 Nemotron 3 Super:120B 混合 MoE 模型瞄準 Agent 推論吞吐
- 三月 Pixel Drop：Gemini 學會在 App 裡訂生鮮、叫車、買咖啡
- Claude Code Remote Control 上線：手機遙控本機代理的新工作流
- VAST Data 新引擎：讓 AI OS 自己治理、自己學習
- Notion 3.3 Custom Agents 登場：會排程、會觸發的 AI 隊友
- NIST 啟動 AI Agent 標準倡議:互通與安全決定代理普及速度
- 阿里巴巴開源 Qwen3.5：397B 參數、201 種語言的 Agent 時代模型
- Grok 4.20 公測：四個代理人先辯論再回話
- Matt Shumer「有大事正在發生」：5,000 萬瀏覽的 AI 文與論戰
- Cadence ChipStack 超級代理：前端晶片設計驗證的全代理工作流
- Deep Research 接上任何 MCP：ChatGPT 研究代理轉向可信來源
- 16 個 Claude 代理寫出 C 編譯器:兩週、10 萬行、2 萬美元
- 微軟 Cyber Pulse 報告:八成財星 500 大企業已在跑 AI 代理
- Moltbook：AI agent 專屬社群一週 160 萬帳號，資料庫漏洞外洩 150 萬組金鑰
- GPT-5.2 寫下 METR 時間視野新紀錄：6.6 小時的 Agent 門檻
- OpenAI 推出 Frontier 企業代理平台：讓 AI 同事接入系統做事
- ElevenLabs 募資 5 億美元、估值 110 億：語音 AI 轉向企業代理
- 國際 AI 安全報告 2026 登場：百位專家點名自主代理風險
- 從 Clawdbot 到 OpenClaw：爆紅開源代理一週二改名，安全疑慮升高
- Chrome 版 Gemini 推 Auto Browse：代理式瀏覽走進月更節奏
- Claude 對話即應用程式：Anthropic 推出 MCP Apps 互動連接器
- 新加坡率先推出 Agentic AI 治理框架：四道防線框住自主代理人
- Notion 3.2 登場:手機 AI、自選模型與企業分析
- 阿里巴巴升級通義 App:AI 助理直接幫你點餐、訂行程
- Skild AI 融資 14 億美元:一顆通用機器人大腦的豪賭
- Salesforce 新版 Slackbot 正式上線：企業代理的前門
- Anthropic 推出 Labs：前沿實驗室的產品實驗場
- Anthropic 推出 Claude Cowork：給不寫程式的人用的 GUI Agent
- Cursor CLI 更新:模型、規則與 MCP 管理走進終端機
- CrowdStrike 收購 SGNL：把每個 AI Agent 都當成特權身分來防護
- Allianz 攜手 Anthropic：Claude 進駐 15.6 萬人的保險巨頭
- 美國戰爭部發布 AI 加速戰略：七大衝刺專案打造 AI 優先戰力
- 微軟加入 AI 購物戰局：Copilot Checkout 登場
- Lenovo Qira 登場:跨裝置個人 AI 超級代理的環境智慧藍圖
2025 / 3 篇
FULL TIMELINE
180 ARTICLESOPEN ALL 180 POSTS
2026 / 177 POSTS
- Scoping Cloudflare Workers Access So Agents Can't Touch Production
- When the Data Agent Becomes the Interface, Your Semantic Layer Is the Product
- Grok Can Now Trade Your Coinbase Account in Chat
- Hermes Agent: Self-Hosted AI That Writes Its Own Skills
- Choosing a Web Search API for Agents: What the Retrieval Task Actually Demands
- What DevFest 2026 Means for Building in the Agentic AI Era
- What Fyxer's 53% Draft Acceptance Rate Changes for How You Build Trustworthy AI Assistants
- What a Multi-Agent Onboarding Assistant Changes for Open Finance Integration
- What It Takes to Hand an Agent the Whole System
- Fable 5.1's Cache Discount: Where the Bill Actually Moves
- Marketing Ops as Code: What One GitHub Issue Can Trigger
- Execution Models Decide How Much Your Orchestrator Can Be Trusted
- Devin Now Shows Its Work: What Self-Testing Agents Change for Review
- Interactive Widgets in AI Hosts: What AgentCore's MCP Apps Pattern Changes
- Prompt Injection Is a Data-Trust Problem, Not a Prompt Problem
- The Gates Come Before the Agent Fleet
- Copilot's Diff, Terminal, and Browser Panels: A Review Loop You Can Trust
- Muse Spark 1.1 and the Meta Model API: What Changes for Agent Builders
- Cost Per Correct Answer: Picking an OpenAI Model on Bedrock
- RFI Questionnaires Are a Data Extraction Problem, Not a Writing Problem
- Choosing an AI Voice Agent Platform: What the Build vs. Buy Tradeoff Actually Costs
- How Heurist Finance Bought Data Per Query to Build an Investment Workbench
- What a 40k-Line Fortran Migration Teaches About Agent Workflows
- What the First AI-Orchestrated Espionage Campaign Means for Your Security Stack
- Claude Formalized Fermat's Last Theorem in 11 Days of Lean
- Automation’s Early Footprint: The ATE Dataset
- Build a WhatsApp Ordering Assistant That Remembers You Across Text, Voice Notes, and Calls
- Claude Code Is More Than a Terminal: How Artifacts, Auto Mode, and /Design Made It a Platform
- MCP 2.0 Goes Stateless: One Request Replaces the Two-Step Handshake
- Meta's Muse Spark 1.3 Ships Agents That Ask Questions and Know Their Limits
- OpenAI Ships Astra: How the First Critical-Threshold Cyber Model Went Live
- Modernizing Support Operations with Generative AI on AWS
- Running OpenAI GPT-5.6 on Amazon Bedrock from Australia: A Practical Guide
- Best MCP Servers for Claude Code and Codex in 2026 (Tried and Tested)
- BotBase for Operators: Cloudflare Gives Bot Operators a Clearer Path to the Directory
- Generative AI for Business: A Practical Guide to Adoption
- Model Hardware Standard: A Research Preview for AI Agents Operating Lab and Factory Equipment
- Google Cloud Launches Gemini Enterprise for Legal: Agent Workflows for Law Firms
- Choosing an Academic Search API for AI Agents: 5 Tools Compared
- NVIDIA AVO Hits 100% on ARC-AGI-3: The Agent Is the System
- Bot Preference Sync: Cloudflare Syncs Your AI Bot Policies to robots.txt
- Cloudflare's Task-Based OAuth Consent: Moving Beyond All-or-Nothing Permissions
- Making Agentic Workflows Visible, Steerable, and Cost-Efficient with GitHub Copilot Canvases
- Detecting Shadow MCP Traffic: How Cloudflare Brings Agent Tool Calls Under Governance
- DeepSeek Open-Sources Agent Harness in Developer Preview
- Gemini 3.7 Flash: Smarter Coding and Agents at Half Price
- From Assistance to Execution: How Enterprises Are Putting AI to Work
- Claude Sonnet 5: Opus-Level Agentic Power at a Lower Price
- Meta's Muse Glimmer: a 30B Open Model for Local Agents
- Best ChatGPT Plugins in 2026: Turn Conversations into a Workspace
- OpenAI Can't Rule Out Critical for Astra: A Framework First
- Cloudflare AI Search: Give Your Agents a Search Engine for Your Data
- Choosing Enterprise Web Scraping Services in 2026: From Firecrawl to Octoparse
- When AI Models Cross the Line: Lessons from Two Third-Party Cyber Evaluations
- Flip the Question: Who Is Agent Cloud Actually Designed For?
- Gemini Managed Agents Update: 3.6 Flash by Default, Environment Hooks, and Cost Control
- Hugging Face Publishes 4.5-Day AI Agent Intrusion Timeline
- OpenAI Eval Models Escaped Sandbox, Hacked Hugging Face
- Block Open-Sources Buzz: Chat, AI Agents, Git in One Place
- Running Claude Code on a Spare Mac: The Value and Security Boundaries of an Isolated Agent Workstation
- Project Think: Cloudflare's New Primitives for Building AI Agents at Scale
- WebMCP Meets Headless Agent: How Firecrawl Bridges the Browser Gap
- Grok 4.5: A Mixed Benchmark Card and a Quarter-Token Efficiency Play
- LM Studio Bionic: A Local-First AI Agent for Open Models
- Building Reliable AI Agents: Lessons from Shippy's Architecture
- Lyzr Let Its Own AI Agent Run Its $100M Series B Fundraise
- Claude Fable 5 Review: An Autonomous Worker for Long Tasks, Not a Stronger Chatbot
- How Vercel Agent Handles Production Access Without Handing Over the Keys
- Gemini API Managed Agents: Background Tasks and Remote MCP for Production-Ready Agents
- AI Law Startup Norm Raises $120M, Joins the Unicorn Ranks
- Devin Security Swarm: Agents Verify Exploits and Ship Fixes
- Sourcegraph's Agentic Batch Changes Enters Public Beta
- Claude 3.7 Sonnet's Extended Thinking: A Practical Guide for Product Builders
- Gemini Spark Comes to Mac: Google's Agent Takes the Desktop
- AWS Puts $1 Billion Behind Forward-Deployed Engineers for AI
- Browserbase Agents: From Per-Site Scripts to Reusable Browser Tasks
- Claude Code Late June: Org Model Defaults, MCP Hardening
- Cloudflare Opens Self-Managed OAuth to All Developers
- General Intuition Raises $320M at $2.3B for World Models
- AI SDK 7: Production Control for Agents Beyond Model APIs
- OpenRouter MCP: Live Model Data for Smarter Agent Decisions
- Runway Agent 2.0: From AI Video Generator to Marketing Operations Partner
- AWS Lambda MicroVMs: Sandboxes for AI-Generated Code
- MosaicLeaks: Research Agents Leak Secrets Through Queries
- Cloudflare Temporary Accounts: Agent Deploys Without Signup
- Cursor Automations 101: Deploy AI Workflows to the Cloud with Firecrawl MCP
- Project Fetch: Opus 4.7 Does Robot Dog Tasks 20x Faster
- Is Your Tool Truly Agent-Ready? Hugging Face Benchmarks the Full Workflow
- The Three Pillars of Vercel's Agent Stack: Model Routing, Durable Workflows, and External Connections
- MCP's Zero-Touch OAuth: Enterprise-Managed Authorization
- Vercel for Enterprise: Four Default Guardrails for Internal AI Apps and Agents
- Salesforce Buys Fin for $3.6B to Bolster Agentforce
- How Endava Redesigned Software Delivery Around AI Agents: Lessons for Product Builders
- Poke Becomes First AI Agent on Apple's Business Messages
- AI-Enabled Cyber Threats: Why Old Security Frameworks Are Failing
- Cursor's Year-Long Lesson: The Hardest Part of Cloud Agents Isn't the Model, It's the Environment
- Visa Invests in Replit to Build Payments Into AI Coding
- Hands On With Gemini Spark, Google's 24/7 Cloud Assistant
- OpenRouter Guardrails: Budget and Safety Gates for Agents at the Workspace Layer
- Asana Buys StackAI for $75M to Finish Its Human-Agent Stack
- Firecrawl's /monitor: A Web Change Detection Layer for AI Agents
- Sesame's iOS App: Four Voice Agents That Search Mid-Sentence
- Robinhood Opens Stock Trading and Credit Cards to AI Agents
- Runtime (YC P26): Sandboxed Coding Agents for Whole Teams
- Google I/O 2026: Pichai Declares the Agentic Gemini Era and Search's Biggest Overhaul in 25 Years
- IrisGo: The AI Butler That Learns Your Desktop by Watching
- Firecrawl 101: How AI Agents Can Read the Live Web with Six Endpoints
- NanoClaw Turned Down $20M to Keep Building Sandboxed Agents
- Nvidia's Vera CPU: Jensen Huang's $200B Bet on Agent Silicon
- Anthropic Buys Stainless: SDK Generation Goes In-House
- PwC Puts Claude into Production: Underwriting Cut from 10 Weeks to 10 Days
- Amazon Replaces Rufus With Alexa for Shopping AI Assistant
- Thinking Machines' Interaction Models Go Real-Time
- Medicare's ACCESS Model Finally Pays for AI-Driven Care
- SAP Buys Prior Labs: €1B Bet on Tabular Foundation Models
- Altara Raises $7M to Fix the Physical Sciences Data Gap
- Etsy's ChatGPT App: Discovery in Chat, Checkout on Etsy
- OpenAI Rumored to Build an AI Agent Phone to Replace Apps
- China Blocks Meta's $2B Deal for AI Agent Startup Manus
- Meta Turns Employee Keystrokes Into AI Training Data
- Sierra Buys Fragment: Agent M&A Turns Geographic
- Exa Highlights: ~94% Fewer Tokens on Some Search Evals
- Yelp's AI Assistant Can Now Book and Order in One Chat
- Google Scanned the Web for Indirect Prompt Injections
- Zapier's AutomationBench: Real Work Is Still Hard for Agents
- When Search Engines Serve Thousands of AI Agents: Exa's DAG Pipeline for Observability
- Codex Update: From Writing Code to Operating Your Computer
- OpenAI Models Now Run Inside Cloudflare Agent Cloud: What Builders Should Know
- Vercel Signals IPO Readiness as AI Agents Fuel Its Revenue
- Gartner: GenAI Security Incidents to Nearly Triple by 2028
- Claude for Financial Services: Anthropic's Integrated Data and Analysis Platform
- ServiceNow's AI Pricing Reset: Foundation, Advanced, Prime
- A2A Turns One: 150+ Orgs, Five SDKs, Stable v1.0 Spec
- Enterprise AI's Next Phase: From Copilots to Company-Wide Agent Platforms
- Claude Cowork Hits General Availability on Desktop
- Parallel Beats GPT-5.4 on DeepSearchQA at 43% of the Cost
- Web Search and Deep Research for AI Agents: From Experiment to Infrastructure
- Bluesky's Attie: Claude-Powered Custom Feeds on AT Protocol
- GLM-5.1 Arrives for Coding Plan Subscribers: Z.ai Makes 8-Hour Coding Runs a Product Spec
- Shield AI Raises $2B at $12.7B Valuation, Buys Aechelon
- Accenture's Cyber.AI Puts Claude at the Core of Security Ops
- Google RSAC 2026: Agentic Defense Meets a 22-Second Threat
- Visa Agentic Ready: European Issuers Test AI Agent Payments
- NVIDIA Open-Sources Nemotron 3 Super, a 120B MoE for Agents
- March Pixel Drop: Gemini Learns to Order Groceries, Rides, and Coffee Inside Apps
- Claude Code Remote Control: Phone Drives Your Local Agent
- VAST Data Builds Governance and Self-Learning Into Its AI OS
- Notion 3.3 Custom Agents: AI Teammates That Run on Schedule
- NIST Launches AI Agent Standards Initiative
- Alibaba Open-Sources Qwen3.5 for the Agentic AI Era
- Grok 4.20 Beta: Four Agents That Debate Before They Answer
- Matt Shumer's Viral AI Essay: A February 2020 Moment?
- Cadence's ChipStack Super Agent Automates Chip Design
- Deep Research Now Connects to Any MCP and Trusted Sites
- 16 Claude Agents Built a C Compiler: 100K Lines, $20K
- Microsoft Cyber Pulse: 80% of Fortune 500 Now Run AI Agents
- Moltbook: 1.6M AI Agents, One Leaky Database, 1.5M API Keys
- GPT-5.2 Sets a METR Time-Horizon Record: 6.6 Hours
- OpenAI Launches Frontier, Its Enterprise AI Agent Platform
- ElevenLabs Raises $500M at $11B: Voice AI Goes Enterprise
- International AI Safety Report 2026 Warns on AI Agents
- Clawdbot to OpenClaw: Open-Source Agent Hits Security Wall
- Google's Auto Browse Puts an Agentic Gemini Inside Chrome
- Anthropic's MCP Apps Turn Claude Chat Into an App Runtime
- Singapore's World-First Agentic AI Governance Framework
- Notion 3.2: Mobile AI, Model Choice, Usage Analytics
- Alibaba Upgrades Qwen App Into a Task-Doing AI Agent
- Skild AI Raises $1.4B Series C for Its Universal Robot Brain
- Salesforce's New Slackbot Goes GA: Front Door to Agentforce
- Anthropic Introduces Labs: A Product Playground at a Frontier Lab
- Anthropic Launches Claude Cowork: A GUI Agent for Non-Coders
- Cursor CLI Update: Model, Rules and MCP Control in Terminal
- CrowdStrike Buys SGNL to Secure AI Agent Identities
- Allianz Taps Anthropic: Claude for 156,000 Employees
- War Department's AI-First Agenda: Seven Projects, GenAI.mil
- Microsoft Enters the AI Shopping Race With Copilot Checkout
- Lenovo's Qira: A Cross-Device Personal AI Super Agent