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AWS 发布 Durable Execution Telemetry Exporter 插件及配套 MCP 服务器，用于观测 Lambda 长时运行的持久函数执行（含每步状态、重试、耗时），支持 TypeScript、Python、Java 和 Go，开源于各语言 SDK 仓库。
Vercel's Daemons feature now supports HTTP liveness checks, where the platform periodically pings a health endpoint and automatically restarts the container if the check fails. Guillermo Rauch (rauchg) shared the update, jokingly nicknamed it "Vercelnetes" (or "V8S") for its Kubernetes-like container orchestration behavior.
Modal 宣布达成 10 亿美元年化营收并完成 D 轮融资，同时继续推广其面向 AI 工作负载的容器化云基础设施平台，涵盖推理、训练、沙盒与函数计算。
Lasm compiles Lean 4 programs ahead of time to WebAssembly, enabling formally verified web apps that deploy to Node, serverless, and edge platforms from a single code base, with 117 proved theorems in its flagship Conduit example.
Tweet links to NumberGoUp.ai alongside an announcement that Modal reached $1B in annualized run rate with new Series D funding, highlighting its cloud platform for training, inference, and agent sandboxes.
A technical write-up describing a double-buffered queue pattern for collecting and segmenting telemetry events by UTC hour using Cloudflare Workers, Queues, Workflows, and R2, routing payloads via modulo math and compressing batches into a low-cost partitioned data lake.
The article covers Cloudflare's free AI infrastructure for individual developers, including Workers AI, OpenAI-compatible APIs, AI Gateway, AI Search, and Workers/R2 — along with their free-tier limits and usage restrictions. It also notes that some newer models now require a payment method on file.
Yangshun Tay praises Void (voidzerodev) for letting him deploy a Cloudflare D1-backed real-time todo list to production in 5 minutes from the terminal, with @evanyou noting most apps built on Void go live in a single prompt.
Vercel 宣布 Drives 正式可用，为在 Vercel 上运行的有状态 AI agent 提供文件/存储层，配合其此前提出的「brain、hands、files」现代可扩展 agent 架构理念。
Vercel Daemons enters public beta, letting developers run background workers that pull jobs from queues, databases, or third-party systems, with a nod to the MIT-coined term "daemon" from 1963.
A practitioner roundup of which LLMs teams are running for real-time voice agents, covering dedicated vs. serverless trade-offs (Gemma 4 31B, Qwen3 235B, GLM 5.2, Nemotron 3 Ultra, GPT-4.1/5.6, Gemini Flash), along with deployment lessons on measuring latency, caching, tool testing and idle GPU cost.
AWS announces Lambda Web Functions, a new form factor that lets developers deploy standard port-listening HTTP servers (Express, Hono, Fastify, Next.js) directly on Lambda with multi-concurrency, active CPU billing, and no adapters, alongside Event Functions and MicroVMs.
Databricks has moved Genie App Builder into Beta, allowing users to build governed, data-aware apps from natural language prompts inside the Databricks UI. Apps run on a new serverless micro apps runtime with scale-to-zero, are governed via App Spaces and Unity Catalog, and are free during Beta on AWS and Azure.
作者将 PI Durable 项目直接部署到 Cloudflare，利用 Workers、Durable Objects、SQLite 存储等免费资源实现一键部署与开源的个人 Agent 方案，支持自定义 API 端点与任务唤醒。
Talorys 是一个免费开源的个人 AI 助手，可完全部署在用户自己的 Cloudflare 免费套餐账户中，提供聊天、记忆、任务管理与定时自动化功能，无需任何开发者运营的服务器或数据库。
Using Pi Durable as a starting point, the article breaks down the evolution of the Agent Harness architecture: decoupling the persistence system, agent loop, and execution environment to enable lossless state recovery, codemode tool calls, and server/client separation. It also proposes a scalable architecture for a long-running Harness, with the goal of reducing hardware resource consumption by an order of magnitude.
Cloudflare is acquiring Deno to build on its celld project and make workerd self-hosting a first-class option, while the Deno runtime will only receive bug fixes for one year before development ends. Deno and Node.js creator Ryan Dahl endorsed the decision, saying Deno was absorbed by Node compatibility and that he wants to focus on new abstractions like celld's object-storage-based server model.
Deno 宣布整个团队加入 Cloudflare：Deno 运行时将在一年维护期后停止开发，Deno Deploy 六个月后关闭，JSR 将迁移至 Cloudflare 基础设施，未来开发重心转向基于 Cloudflare Workers 和 Durable Objects 的统一平台（celld）。
PartyKit 宣布将于 10 月 23 日关闭其免费托管平台 (*.partykit.dev)，并引导用户迁移到基于 Cloudflare Workers 与 Durable Objects 的 PartyServer，提供明确的时间线与数据导出指南。
作者分享如何避免 Cloudflare Workers 产生高额 Durable Objects 费用：将 MCP Server 从 McpAgent 迁移到无状态的 createMcpHandler，删除未使用的 DO 绑定，关闭 workers.dev 和预览 URL，并附上一段可复用的审计提示词。