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A user shared a way to use Claude through Amazon’s Kiro platform without getting banned, claiming that buying credits cheaply on Xianyu provides a usage allowance equivalent to a $200 Claude subscription, with nearly unlimited usage even at the end of the month.
Amazon shares fell over 6% after-hours as massive AI infrastructure spending and weak advertising growth overshadowed a 39% surge in AWS cloud revenue, with capex set to hit $220 billion in 2026.
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%.
Podcast interview with Lean creator Leo de Moura on how AI is making formal verification practical, the need to verify AI-generated code and autonomous agents, and the vision of a verified software stack.
微软首次披露Azure季度营收为332亿美元，同比增长48%，略高于Google Cloud的307亿美元，并超出分析师预期，云巨头之间的收入对比首次可以直接进行。
Amazon Threat Intelligence 通过 MadPot 蜜罐在 CVE-2026-109618/109619 公开披露前四天（10月17日）就发现了 PHP2Shell 漏洞利用尝试，且 AI 辅助分析正显著缩短从补丁发布到可用漏洞利用的时间。
AWS threat intelligence reveals attackers began exploiting the critical PHP2Shell vulnerabilities four days before their public disclosure and patch release, highlighting how AI-accelerated exploit development is shrinking the window between patch and working exploit.
Google released TorchTPU as an open source project, letting developers run native PyTorch apps on its TPUs without rewriting code, joining Amazon's TorchNeuron in challenging Nvidia's dominance over AI chip software tooling.
AWS 意外取消了 Cloudflare 在 re:Invent 的赞助展台，Cloudflare CEO Matthew Prince 称此举显示 AWS 将其视为竞争对手，并表示将自行举办场外活动。业界评论指出，大厂年度活动中取消赞助商展台极为罕见，凸显云计算市场竞争加剧。
PyTorch now runs natively on AWS Tranium AI chips with no code changes, and the story will be shared by Annapurna Labs VP Robert Hundt during the PyTorch Conference North America 2026 keynote. The post promotes registration for the event.
Lazy AWS 推出一款键盘驱动的终端工具，让用户在单一终端界面中浏览、检查并执行经过确认的 AWS CLI 操作，无需离开键盘。
Vercel Ship 26 将于 2026 年 10 月 15 日在旧金山艺术宫举行，公布了一系列围绕 AI 智能体的主题演讲与工作坊，合作方包括 Anthropic (Claude)、Cursor、Meta Superintelligence Labs、AWS 和 Cerebras 等。
Vercel Ship 26 takes place October 15 in San Francisco, featuring talks on building high-performance AI agents, Cursor cloud agents, Meta Superintelligence Labs collaborations, AWS agentic patterns, and a fast AI panel with Cerebras.
Cloud Releases 是一款在 Product Hunt 上发布的产品，它将 AWS、Azure、Google Cloud 和 Cloudflare 的更新汇总到一个信息流中，让用户只关注自己使用的服务并及早发现退役公告。
AWS and HSBC researchers present Double Ratchet, a method where a grader evolves alongside a self-improving agent from just 10 labeled examples, matching ground-truth supervision across code, SQL, and report generation tasks.
AWS 宣布将于 10 月 15–28 日举办三场关于模型定制的在线课程，涵盖如何选择定制技术、准备训练数据、对比定制与通用模型以及部署上线，涉及 Amazon SageMaker AI、Amazon Bedrock 和 Amazon Nova Forge 等工具。
讨论 Zenity 披露的 AWS AgentCore 安全链：暴露的 AI 被提示工程诱导查询 AWS 元数据服务并返回临时凭证，进而可访问其他 agent、密钥及写入长期记忆。作者认为核心问题不在于 SSRF 本身，而在于为何让不可信对话拥有如此大的云权限与爆炸半径。
A practitioner asks the community how to architect a production agent platform on AWS with ~20 agents and 50 MCP servers, weighing options like Bedrock AgentCore, Claude Agent SDK, Strands, LangGraph, A2A, LiteLLM, and Langfuse while demanding full Claude features and working prompt caching. The post seeks recommendations on framework choice, inter-agent communication, MCP hosting, and repo strategy.
Hoistbay 是一款免费的开源桌面应用（macOS/Windows），用于简化 Amazon S3 和 CloudFront 的日常管理，支持按文件模式批量设置缓存头、一键清除 CloudFront 缓存、即时切换 AWS 账户，且密钥保存在系统钥匙串中，无后端、无遥测，采用 MIT 许可。
A developer recounts an incident where an AI agent got stuck in a runaway loop, burning thousands of dollars on LLM API calls overnight despite high uptime, and asks the community how they build kill switches to stop runaway agent loops.