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超越沙箱:为 AI Agent 构建持久化运行时

这篇演讲的题目是 《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: 一、 核心痛点:为什么传统的“沙箱”和“内存循环”不够用? 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…

Claude Fable 5 Returned

Users on Reddit Say that Fable 5 was available again for brief moment, probably for internal testing. Continue reading on Medium »

The Role of CWE in Software Development

Finding and patching vulnerabilities after the software is in production is both costly and leaves the company vulnerable to cyberattacks. To build defenses from the moment the code is written, software engineers use the CWE (Common Weakness Enumeration) catalog as…

Nvidia wants enterprises to run agents safely. NemoClaw is how.

Getting enterprises to adopt autonomous agents isn’t a model problem — it’s a governance problem. That’s the gap NemoClaw is built to close. NemoClaw is Nvidia’s collection of open blueprints for taking agents from prototype to governed production deployment. It…