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ExternalSoftware Engineering
DEV Community

超越沙箱：为 AI Agent 构建持久化运行时

http://www.youtube.com/watch?v=WFyFCFC15dE 《Beyond Sandboxes: Architecting Durable Runtimes for AI Agents》（超越沙箱：为 AI Agent 构建持久化运行时），演讲者是 Orkes 的联合创始人兼 CTO Virein Baraiya。 演讲的核心观点是：在生产环境中运行 AI Agent，仅仅依靠“沙箱（Sandbox）”来实现隔离和保护是不够的，更需要一个“持久化运行时（Durable Runtime）”来保证 Agent 的状态可持久化、崩溃后可恢复、过程可审计。 以下是演讲的核心内容总结： 传统的 Agent 开发通常把 Agent 当作一个在内存循环（LLM in the loop）中运行的实体：LLM 观察状态 $\rightarrow$ 决定调用工具 $\rightarrow$ 更新状态 $\rightarrow$ 继续循环 08:45。但这种模式在生产环境中存在巨大缺陷： 无法应对长周期任务： 如果一个 Agent 需要运行几天、几周，甚至包含“人工介入（Human

agentsaiarchitecture
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

How I Deployed Hermes Agent on AWS

My EC2 instance has a public IP address. It has zero inbound firewall rules. And yet I can reach my AI agent from my phone on Telegram, pull up a full web workspace in my browser, and run shell commands on it — all without opening a single port, without a VPN, and without SSH. The latest version also splits storage deliberately: persistent agent data stays on EFS, while the Hermes install and Python venv moved to the root EBS volume. That change keeps pip install / hermes update I/O off EFS and

awsaiarchitecture
DEV CommunityRead original
ExternalFrontend Development
Vercel Blog

Vercel Flags no longer requires SDK Keys for Vercel deployments

New projects using Vercel Flags no longer need to configure SDK Keys or the environment variable when evaluating flags inside a Vercel deployment. At runtime, the Vercel adapter automatically receives a short-lived OIDC token, so authentication is handled for you with zero configuration.FLAGS For local development, link your project with and pull credentials with . That's it.vercel linkvercel env pull Existing projects and all SDK Keys are unaffected. This change only applies to new projects,

Vercel BlogRead original
ExternalTechnology Trends
The Verge Tech

The 16 best robot vacuum deals available during Prime Day

The Narwal Flow 2 is down to a new low price. | Jennifer Pattison Tuohy / The Verge If you’ve been wanting to buy a robot vacuum but have been put off by how much it can cost to get a good one, now is not a bad time to start looking. We’re now on day two of Prime Day, and Amazon, along with retailers like Best Buy and Walmart, is offering discounts on several models we’ve tested from brands like Roborock, Dreame, and Shark. Whether you’re looking for a basic robot vacuum that can cut down on t

The Verge TechRead original

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