OpenAI launches new Codex tools for white-collar work
TechCrunch AI2h agoNew ToolOpenAI released new Codex capabilities intended to broaden the agentic tool's workplace uses and strengthen its appeal to enterprise customers. The company also published an internal report about how Codex is used for knowledge work. The provided excerpt does not specify the individual features or the report's detailed findings.
Anthropic scales Claude Mythos to critical infrastructure in 15+ countries★ 72
TechCrunch AI3h agoBusinessAnthropic is expanding its Project Glasswing security vulnerability program and access to Mythos. The rollout covers 150 organizations across 15 countries, focusing on power, water, healthcare, and communications infrastructure. The company is targeting sectors where a cyberattack could affect as many as 100 million people, although implementation details and participating organizations were not disclosed in the provided text.
Beyond LLMs: Why Scalable Enterprise AI Adoption Depends on Agent Logic
Hugging Face Blog1d agoOpinionThe article appears to argue that enterprises need more than LLM capabilities to adopt AI at scale. Its title shifts attention toward agent logic and how AI systems execute tasks in practice. Because the source text was not provided, the specific architecture, evidence, examples, and recommendations cannot be verified.
NeuroWatt Unveils On-Premises AI Hardware-Software Solution at Computex
INSIDE 硬塞 AI1d agoHardwareNeuroWatt plans to unveil an integrated enterprise AI solution at Computex 2026. The offering combines the NeuroTeam operating system with modular NeuroBrick NANO hardware for secure and controllable on-premises deployment. It is positioned as a one-stop platform for scaling enterprise AI, although the source does not disclose specifications, pricing, supported models, benchmarks, or customer deployments.
Does your CEO have AI psychosis? Aaron Levie thinks most of them do.
TechCrunch AI4d agoCommentaryBox founder Aaron Levie calls some executive thinking around AI replacement “AI psychosis.” He argues that the people deciding AI can replace workers are often the least likely to understand what those jobs truly involve. The article frames this against ClickUp cutting 22% of staff for AI agents and 2026 tech layoffs nearly matching all of 2025.
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.
SYSTEX Builds EAP on AWS to Bring Enterprise AI Into Production
INSIDE 硬塞 AI4d agoBusinessINSIDE reports that SYSTEX is positioning its Enterprise AI Platform as a cloud-native route for enterprise generative AI adoption. The article contrasts this with recent “SaaS is dead” discussions sparked by tools such as Claude Code. SYSTEX also reported strong Q1 2026 earnings, with after-tax profit of NT$718 million, up 164.5% year over year.
SYSTEX Uses AWS to Build Enterprise AI Platform EAP
INSIDE 硬塞 AI4d agoBusinessINSIDE reports that SYSTEX is pushing forward with SaaS and enterprise AI despite debate sparked by Claude Code and claims that “SaaS is dead.” The Taiwanese IT services leader reported strong Q1 2026 earnings, with net profit after tax of NT$718 million, up 164.5% year over year. It also introduced EAP, an Enterprise AI Platform built on Amazon Web Services cloud-native architecture to support enterprise AI adoption.
Anthropic's run-rate revenue hits $47 billion★ 76
Simon Willison's Weblog4d agoBusinessSimon Willison highlights Anthropic’s latest Series H announcement, where the company says run-rate revenue crossed $47 billion earlier in May. He traces prior disclosures: about $9 billion at the end of 2025, $14 billion in February 2026, and over $30 billion in April. The post also addresses skepticism, arguing that these numbers appeared in fundraising announcements, where knowingly misleading investors would be securities fraud.
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.
Visa invests in Replit to power agentic payments for developers
TechCrunch AI5d agoBusinessVisa made an undisclosed investment in AI coding platform Replit and is exploring integrations with its payment products. The goal is to let developers and their AI agents accept customer payments directly inside Replit, potentially using Visa Intelligent Commerce and Trusted Agent Protocol. No joint product has been formally announced yet, while Replit is also expanding enterprise self-serve access with compliance and control features.
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.
Agentic Enterprise Era Arrives: Google Cloud Day Taipei Set for July
INSIDE 硬塞 AI5d agoBusinessGoogle Cloud will host its annual Google Cloud Day Taipei event on July 9, 2026, at Taipei Nangang Exhibition Center Hall 2. The event is framed around the arrival of the “Agentic Enterprise” era and Google Cloud’s view of the latest cloud trends. The article is primarily an event and business-trend announcement, with no specific model, product launch, agenda, or speaker details provided in the supplied text.
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.
Vertu wants CEOs to run companies from an AI foldable starting at $6,880
TechCrunch AI5d agoHardwareVertu has introduced a luxury AI foldable phone starting at $6,880, aimed at executives and CEOs. Built on the open-source Hermes project, it combines AI-agent workflows, enterprise integrations, and ultra-premium finishes. The available summary positions it as a high-end mobile business control hub, but does not specify supported enterprise platforms, model providers, hardware specs, or concrete agent capabilities.
I think Anthropic and OpenAI have found product-market fit★ 76
Simon Willison's Weblog6d agoCommentarySimon Willison says Claude Code/Cowork and OpenAI Codex have changed the economics of frontier AI. Personal subscriptions can still be bargains for heavy users, but enterprise plans are increasingly priced like API token usage. His core claim is that coding agents burn far more tokens, yet deliver enough value to high-paid knowledge workers that companies will pay materially more.
Google Cloud on Moving Enterprise AI Agents from PoC to Production
INSIDE 硬塞 AI6d agoBusinessINSIDE frames enterprise AI through a sharp ROI gap: a 2025 MIT survey said 95% of companies had not seen returns despite massive AI spending. It also cites Gartner’s forecast that Fortune 500 companies may average 150,000 agents by 2028. The article focuses on Google Cloud’s view of how enterprises should prepare for AI agents and allocate IT budgets for real deployment.
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.
MetaAge Shows Smart Enterprise AI Vision at COMPUTEX 2026
INSIDE 硬塞 AI7d agoBusinessMetaAge presented its “smart enterprise in the AI era” vision at COMPUTEX 2026, centered on AI Agent solutions for business deployment. The showcase focuses on core operations, intelligent customer service, and cybersecurity governance. By integrating resources from AWS, Microsoft, and Google Cloud, the company aims to help enterprises turn AI adoption into practical operational capability and competitive advantage.
Uber president says AI spending is getting ‘harder to justify’
The Verge AI7d agoBusinessUber reportedly exhausted its annual AI budget just four months into 2026. President and COO Andrew Macdonald said the company is not seeing a clear link between increased Claude Code token consumption and more meaningful output. The story highlights a broader enterprise shift from AI adoption enthusiasm toward stricter scrutiny of cost, productivity, and ROI.
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。
Dell Enterprise Hub is all you need to build AI on premises★ 75
Hugging Face Blog375d agoReleaseHugging Face 與 Dell 合作推出 Dell Enterprise Hub，旨在簡化企業在本地端（on-premises）部署 AI 模型的流程。該平台整合了 Dell 的硬體優勢與 Hugging Face 的豐富模型庫，提供經優化的容器與自動化工作流。這讓企業能在確保數據安全與合規的前提下，輕鬆在自家伺服器上運行 Llama、Mistral 等主流開源模型。
Making AI Work: Leadership, Lab, and Crowd★ 80
One Useful Thing (Mollick)376d agoOpinion知名 AI 學者 Ethan Mollick 指出，企業要成功導入 AI 必須克服組織慣性。他提出「領導層、實驗室與群眾」三維度框架：領導層負責消除員工恐懼並制定安全規範；實驗室（Lab）專注於前沿技術研發與客製化工具；群眾（Crowd）則由基層員工發起，透過日常實踐找出真正有用的 AI 應用場景。唯有三者協同，才能打破 AI 導入的瓶頸。
Microsoft and Hugging Face expand collaboration★ 75
Hugging Face Blog379d agoBusinessMicrosoft 與 Hugging Face 宣布深化合作，將 Hugging Face 的開源模型庫與 Azure AI Foundry（前身為 Azure AI Studio）進行深度整合。開發者現在可以直接在 Azure 安全且具備合規性的企業級環境中，輕鬆搜尋、部署與微調數十萬個 Hugging Face 的開源模型，大幅簡化企業導入開源 AI 的工作流程。
Using the AI SDK to build Sitecore Stream's AI-powered brand aware assistant
Vercel Changelog456d agoTutorial數位體驗平台 Sitecore 透過 Vercel AI SDK 打造了其全新的 AI 助手「Sitecore Stream」。該助手專為企業行銷人員設計，能理解並遵循品牌規範。文章深入探討了如何利用 AI SDK 的串流（Streaming）、工具呼叫（Tool Calling）等功能，快速整合多種大語言模型，並在 Next.js 環境下提供流暢、安全的品牌專屬 AI 互動體驗。