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DeepHub IMBA
DeepHub IMBA
Apr 29, 2026 · Artificial Intelligence

From Stateless to Stateful: 5 Architecture Patterns for Long‑Running Agents

The article outlines five concrete design patterns—Checkpoint‑and‑Resume, Delegated Approval, Memory‑Layered Context, Ambient Processing, and Fleet Orchestration—that enable production‑grade, multi‑day AI agents to persist state, handle failures, and scale safely.

AI agentsHuman-in-the-LoopMemory Management
0 likes · 12 min read
From Stateless to Stateful: 5 Architecture Patterns for Long‑Running Agents
DataFunTalk
DataFunTalk
Apr 16, 2026 · Operations

Deploy Your AI Hermes Agent in Minutes with PPHermes Cloud Sandbox

This guide walks you through installing Python, obtaining a PPIO API key, installing the PPHermes CLI, launching a Hermes Agent sandbox in the cloud, and managing its lifecycle, with optional integration to Feishu/Lark and AI‑agent skill usage.

AI deploymentCLIDevOps
0 likes · 10 min read
Deploy Your AI Hermes Agent in Minutes with PPHermes Cloud Sandbox
AntTech
AntTech
Sep 28, 2019 · Information Security

Security Containers and Cloud Sandbox: Evolution, Architecture, and Future Directions

This article reviews the development of secure container technologies, including the history of container isolation, the design of MicroVM‑based solutions like Kata Containers, Alibaba Cloud's security sandbox architecture, performance benchmarks, and future challenges for secure cloud‑native runtimes.

Alibaba CloudContainer SecurityKata Containers
0 likes · 14 min read
Security Containers and Cloud Sandbox: Evolution, Architecture, and Future Directions
Alibaba Cloud Native
Alibaba Cloud Native
Sep 27, 2019 · Information Security

Why Secure Containers Matter: Inside Alibaba Cloud’s MicroVM Sandbox and Kata Containers

At the Cloud Conference, experts Wang Xu and Liu Jiang discuss the evolution of container security, compare traditional containers, MicroVMs, and process virtualization, detail Alibaba Cloud’s secure sandbox and Kata Containers implementation, share performance metrics, and outline future challenges for secure, high‑performance container runtimes.

Cloud NativeContainer SecurityMicroVM
0 likes · 15 min read
Why Secure Containers Matter: Inside Alibaba Cloud’s MicroVM Sandbox and Kata Containers