Microsoft Scout is a new AI personal assistant built on OpenClaw
The Verge AI3h agoNew ToolMicrosoft is launching Scout, an always-on AI personal assistant built on OpenClaw. It integrates with Microsoft 365 apps including Outlook, OneDrive, and Microsoft Teams, enabling businesses to assign virtual assistants to employees. Mentioned tasks include calendar organization, expense reporting, and drafting emails, while the supplied excerpt does not fully explain how Scout differs from Copilot.
Snowflake and AWS Expand AI Infrastructure Bet to $6B Over Five Years★ 72
INSIDE 硬塞 AI4d agoBusinessSnowflake reported stronger-than-expected results and raised its annual product revenue forecast as enterprise demand grows. The company signed a five-year, $6 billion AI infrastructure agreement with AWS, expanding a previously smaller commitment. It also acquired Natoma to strengthen AI agent governance, positioning itself as a core enterprise AI platform.
Glean’s top line crosses $300M as AI budget-cutting becomes its major selling point
TechCrunch AI4d agoBusinessTechCrunch reports that enterprise AI search startup Glean has crossed $300 million in annual revenue. The company tripled its annual revenue even as major tech companies entered the same category. Its pitch is increasingly centered on helping enterprises reduce or rationalize AI budgets, not only on AI-powered workplace search.
At TechCrunch Disrupt 2026: Databricks co-founder on what kills enterprise AI deals
TechCrunch AI5d agoBusinessTechCrunch frames enterprise AI as entering a new phase, where companies are no longer mainly asking whether AI is exciting. The harder question is whether it can be deployed safely at scale. Centered on a TechCrunch Disrupt 2026 discussion with a Databricks co-founder, the article points to safety and broad rollout readiness as key enterprise AI deal concerns.
Dcard Launches EntryDesk and VibeHost for Agent-Native Enterprise AI Workflows
INSIDE 硬塞 AI5d agoBusinessDcard introduced EntryDesk and VibeHost, products aimed at helping companies move toward Agent-Native operations. The first wave supports both cloud and on-premises deployment, with integration into internal enterprise systems. The article says Dcard’s method shortened process time by over 80%, but the provided text does not include detailed case data, pricing, or technical architecture.
NetApp Taiwan on AI Storage Bottlenecks, Hybrid Cloud, and Data Management
INSIDE 硬塞 AI5d agoBusinessINSIDE interviews NetApp Taiwan technical director Hsu Hung-chun about enterprise AI infrastructure challenges. The article emphasizes nonstop scaling, automated data tiering, preprocessing, vectorization, hybrid cloud, and dual-site backup. NetApp frames storage as an active data management layer for AI projects, also integrating ransomware protection to simplify operations and improve resilience.
Business Owners, Do You Really Know How to Use AI?
INSIDE 硬塞 AI6d agoOpinionThe article argues that many companies use AI mainly to improve efficiency, without creating meaningful revenue or strategic advantage. It proposes distributed AI, placing intelligence closer to where data is generated to reduce latency and support faster decisions. The key message is that firms should balance centralized and distributed architectures to strengthen competitiveness while preserving greater control over data and digital sovereignty.
BenQ and MetaAge Adopt AWS Generative AI for Agentic Coding Productivity Gains
INSIDE 硬塞 AI6d agoBusinessBenQ is expanding AI across its education and business display ecosystem, including software products such as SummarAI and Meeting Room System. The article says BenQ partnered with MetaAge to adopt Amazon Web Services generative AI. Its main claim is a 20x productivity improvement through Agentic Coding, though the provided excerpt does not include implementation details or measurement methodology.
Granite 4.1 LLMs: How They’re Built★ 75
Hugging Face Blog34d agoRelease本文深入探討 IBM 最新開源的 Granite 4.1 大語言模型家族。詳細介紹了其從數據清洗、模型架構設計（如優化的 Transformer 結構）到指令微調與安全對齊的完整構建流程。Granite 4.1 延續了 IBM 對於企業級安全與 Apache 2.0 開源協議的承諾，並在代碼生成、工具調用及多語言推理上展現出優異性能。
Granite 4.0 3B Vision: Compact Multimodal Intelligence for Enterprise Documents★ 75
Hugging Face Blog63d agoReleaseIBM 於 Hugging Face 發布全新 Granite 4.0 3B Vision 模型。這款僅有 30 億參數的輕量級多模態模型，專為企業級文件理解、圖表分析與 OCR 數據提取而設計。其小巧的體積不僅大幅降低了部署門檻與運算成本，更在處理複雜商業報表與 PDF 文件時展現出極高的實用性，是企業本地化部署的理想選擇。
IBM and UC Berkeley Diagnose Why Enterprise Agents Fail Using IT-Bench and MAST★ 80
Hugging Face Blog104d agoReleaseIBM 研究中心與柏克萊加州大學（UC Berkeley）合作發表了 IT-Bench 基準測試與 MAST 診斷框架。IT-Bench 模擬了真實的企業 IT 運維環境，而 MAST 則專門用來剖析 AI Agent 在執行多步驟任務時失敗的深層原因。研究指出，企業級 Agent 的失敗往往源於工具調用錯誤、狀態追蹤失效及錯誤累積，而非單純的 LLM 能力不足，這為未來 AIOps 的優化提供了明確方向。
IBM's Granite 4.0 is now on Replicate
Replicate Blog243d agoReleaseIBM 的最新一代開源 AI 模型 Granite 4.0 正式登陸 Replicate 平台。開發者現在無需自行維護基礎設施，即可透過 Replicate 的雲端 API 快速調用 Granite 4.0 模型。這款模型主打企業級應用，在程式碼生成、文本理解與安全合規上皆有出色表現，為開發者在尋求商用與開源模型時，提供更具性價比的新選擇。
Leveraging Hugging Face for complex generative AI use cases
Hugging Face Blog1067d agoBusiness本案例研究探討了企業級生成式 AI 平台 Writer 如何與 Hugging Face 深度合作。Writer 透過 Hugging Face 的 Transformers、Accelerate 以及 Text Generation Inference (TGI) 等技術，成功開發並部署了專為企業設計的 Palmyra 系列模型。這不僅大幅降低了模型訓練與推論的成本，更在確保數據隱私與合規性的前提下，為企業客戶提供了高度客製化的 AI 解決方案。