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A 2025 court order requiring OpenAI to preserve deleted chat and API logs highlights that agent builders using public LLMs lose control over data deletion, prompting discussion of private model deployments and retention policies.
南钢股份（NISCO）与华为及生态伙伴合作，全球首次规模化商用部署基于群体智能的钢铁大模型“元冶（YuanYe）”，将炼铁、轧钢、质检等核心工序从经验驱动转向数据与智能协同驱动，实现100%关键设备数字化控制、新产品研发周期缩短50%、年降本超1亿元。
Articul8 AI, a company spun out of an Intel team, is launching Bivia, a multimodal AI decision model designed to complete entire production workflows across industries like semiconductors and energy, rather than just answering individual questions.
MIT Technology Review Insights 在 Atlan 赞助的报告中指出，多数企业虽已使用 AI，但仅 16% 获得变革性价值，关键缺失在于让 AI 理解业务的『上下文层』架构。
Anthropic 新推出一套企业报告工具，帮助企业客户追踪和优化 AI token 支出的回报，并引入团队共享预算功能，以巩固其在企业级 AI 编码工具市场的领先地位。
FT opinion piece arguing that AI agents will also require middle managers to coordinate, supervise, and integrate their work within organizations.
OpenAI 与 ServiceNow 宣布扩大合作伙伴关系，将更多 OpenAI 模型和智能体集成到 ServiceNow 产品中，并把 ServiceNow 工作流接入 ChatGPT 和 Codex，覆盖应用开发、网络安全和语音等场景。
Macmillan staffers tell WIRED that the publisher loudly launched an enterprise AI chatbot called NOA, built by German firm Chaptr, only for it to be quietly sunset in October 2025 after employees found it useless, with leadership now pushing Google Gemini into workflows.
Legora, a Stockholm-based legal AI startup, is building an 'agentic operating system for legal work' powered by OpenAI models, using coding agents internally to speed development and AI workflows to free its own legal team from routine document review.
Marko Kraemer endorses Raphael and the team at Alexandria Inc, a new tool for building internal human 'datalabs' to capture knowledge at scale and enable the transition from human to superintelligence (SI) workforce.
MIT Technology Review 探讨工业智能如何成为制造业的下一个增长机会，阐述将个人经验转化为组织知识、并借助 Physical AI 把业务智能接入物理生产流程的价值，文中以丰田工业连接涂装车间数据为例说明成效。
OpenAI and Oracle expand their partnership to integrate Oracle applications and data into ChatGPT, while Oracle launches new products like AI Workspace, AI Security Mesh, and App Composer powered by OpenAI models. OpenAI's API, Codex, and ChatGPT Work will also be purchasable via Oracle Marketplace.
Intrascope 2.0 推出，提供跨 120+ 模型的智能路由、可连接 1,650+ 应用的 AI agent，以及面向企业的预算、权限和使用分析管理功能。
该论文提出 CRM-Agent-Bench，一个基于执行的基准，包含 555 个有状态多轮任务，用于通过严格的契约检查评估工具使用型语言代理在九个企业业务领域中的结果、轨迹、可运行性与合规性；在十六个系统上评测中严格成功率介于 64.32% 到 83.60% 之间。
An MIT Technology Review sponsored article arguing that enterprise AI's competitive advantage now lies in the serving harness — architecture, memory management, scheduling, and cost optimization — rather than in model choice itself. It urges leaders to design production systems around workload constraints like latency, concurrency, and GPU utilization.
A session from MIT Technology Review's EmTech Future conference exploring what it takes to build scalable, trustworthy AI foundations in highly regulated environments, featuring Jing Wang of Vanguard's Center for AI & Insights.
Bloomberg Law reports that Anthropic's push into legal technology is facing pushback from law firms, which are unhappy with its contract terms on privacy and data security, lack of negotiation flexibility, and minimal training support—despite Claude being one of the most widely explored AI tools among firms.
MIT Technology Review 的 Business Lab 播客访谈中，Celonis 首席 AI 科学家 Devavrat Shah 阐述为何企业 AI 需要理解业务运营上下文才能从试验走向规模化落地。
OpenAI 介绍其前向部署工程（FDE）团队的定位与工作方式，说明他们如何与客户（如 John Deere）合作缩小"部署差距"，将模型能力转化为可落地的生产系统。
At GTC Berlin, major European banks and financial firms showcased production-scale AI built on NVIDIA accelerated computing and open-weight models, including Revolut's PRAGMA foundation model, Lloyds' ATUM, and Starling Intelligence. Institutions like Santander, NatWest, and bunq are adopting NVIDIA's Nemotron and Kumo model families to build proprietary intelligence on their own data at lower cost.