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Revolut moved ~2,000 engineers onto self-hosted GLM models for coding, retiring Claude Code and Codex to an exception list — running on 56 Nvidia B200s at a blended 30 cents per million tokens (about a tenth of prior Anthropic/OpenAI spend), with engineering lead time improving 70%.
European residential real estate operator Heimstaden is adopting OpenAI's tools to transform its letting and property management processes, cutting virtual staging costs by over 99% and targeting significant annual savings.
Goldman Sachs has restricted most staff from using AI coding tools due to productivity and risk concerns, according to Bloomberg.
The author reviews the successive shutdowns of AI application platforms such as Coze Enterprise, Tencent Yuanqi, and the Wenxin Agent Platform, analyzes the logic behind canvas-style workflows being made obsolete by model planning capabilities, points out the rise of FDE roles and the platform landscape of "wherever the data is, that's where the agent's home is," and finally decides to pivot to the niche of small and micro business financial reconciliation.
作者指出测试对话成功率并不等于AI代理可以投入生产运营，强调在放权前必须回答权限、审批、结果验证、故障恢复与可追溯性五个问题。建议采用最小权限、关键动作前校验、明确升级规则和完整日志。
A commentary on Box CEO Aaron Levie's viral post arguing that AI progress is accelerating rather than plateauing, making company AI workflows outdated within months and widening the gap between frontier users and everyone else.
Alex Lieberman explains why selling enterprise AI differs from traditional software, highlighting how custom-solution expectations drive up costs through FDE teams, and proposes a four-step standardization-to-tailoring workflow to preserve margins while still feeling bespoke.
A practitioner outlines the top 7 reasons enterprise AI pilots fail — starting with no process map, automating an immaterial step, and lacking a baseline — arguing process re-engineering must precede AI deployment.
a16z reports that companies adopting AI now spend an average of $1,024 per employee—nearly double last year's figure—while AI job-loss fears fade and technical job postings continue to rise.
一年后回顾MIT"95%的AI试点失败"这一广为引用的数据：该数字本身是基于对报告漏斗的误读和仅153份问卷的垃圾统计，但后续来自McKinsey、Deloitte、Capgemini及政府统计的数据表明，其背后的诊断——多数企业AI支出仍未反映到损益表上——大体成立。
Kai-Fu Lee 张开新书《AI Native》即将于11月3日推出精装版，微软CEO Satya Nadella 给予推荐。书中探讨企业如何在 AI agent 能以极低成本完成专家级工作的时代，重构组织、竞争方式与价值创造。
OpenAI announced Private Intelligence, an enterprise offering giving businesses stronger data controls, zero data retention, private inference, customer-managed encryption, and agent action approvals while using its most capable models.
Cartesia launched Managed Agents, an end-to-end enterprise voice agent platform that topped Artificial Analysis' Speech Agent Arena and ServiceNow's EVA-Bench in blind human preference rankings by co-designing its cascaded voice models and agent harness as one system.
Box CEO Aaron Levie argues that the gap between AI frontier adopters and everyone else keeps widening as AI progress accelerates, meaning organizations must constantly reevaluate their processes rather than treating AI adoption as a one-time initiative.
Alibaba Cloud has open-sourced the 'AI Agent Handbook', a practical guide to the full enterprise Agent lifecycle covering architecture, building, running, governance, and tuning. It includes 2026 Agent developer survey data, highlighting the key challenges and engineering practices for moving enterprise Agents from pilots to governed production.
Andy Jassy reiterated on Amazon's earnings call that AWS could become a trillion-dollar revenue business within 5-10 years, but said Amazon will ramp up capex to about $220 billion in 2026 and spend even more in 2027 to build out AI infrastructure, spurring investor concerns that sent shares down 6%.
LangChain 宣布与 Eon 合作，在企业环境中对模型对齐性进行基准测试，重点考察模型在 Deep Agents 框架中运行时结果是否会改变；此前 Eon 的研究显示 19 个领先 AI 模型在模拟企业环境的 2,304 次运行中有 40% 破坏了安全和业务规则。
The Verge analyzes Anthropic's S-1 filing, which reveals 14x revenue growth to $16.3B and $1.62B adjusted income, while arguing the company's business plan essentially requires massive compute spending and dramatic recursive growth to stay ahead of OpenAI, Google, and open-source rivals.
Anthropic's Applied AI team发布指南，指出许多企业多智能体设计只是照搬组织架构图（康威定律），并建议先建立端到端评测、再逐个折叠子智能体，仅在折叠后性能下降时才保留子智能体。
Ropes & Gray 合作 OpenAI 开发专有的交易尽调 AI 工具，可自动梳理数千页文件、按主题分组并生成符合事务所格式的尽调报告，将原本数周的工作压缩到数小时，同时保留律师对成果的最终审核责任。