Tool Calling Without a Framework on Linux VPS
Call tools from a chat model with a plain Python loop on Ubuntu: JSON schemas, a dispatch table, retries, and a hard stop without a heavy agent framework.
AI Agents8 min read
NetBay journal
AI Agents
30 practical AI Agents articles from Netbay Engineering — written for operators running Linux and Windows VPS in India.
30 articles in this topic
AllLinuxLinux AdministrationWindowsLinux SecurityLinux NetworkingContainersContainers & OrchestrationKubernetesCI/CDGitHubSelf-HostingBackups & DataDatabasesApp DeploymentDNS & TLSObservabilityEmailAI AgentsAI InfrastructureAPI & AutomationProxiesCloud ArchitectureHardware & PerformanceDevOps Practices
Log-Triage Agent Over journalctl on a VPS
Pipe journalctl output into an agent that fingerprints units, severity, and next checks so 3 a.m. log floods become a ranked shortlist, not a 40,000-line paste.
AI Agents8 min read
Supervisor-Worker Agents for Ticket Triage
Route support tickets with a supervisor that classifies and workers that act, so each ticket has one owner and a recorded handoff on your VPS.
AI Agents8 min read
What an AI Agent Is: The Observe-Plan-Act Loop
Turn a chat model into a working agent on a Linux VPS by implementing the observe-plan-act loop, tool calls, and a stop condition you can audit.
AI Agents8 min read
PR Deploy Agent That SSHs Straight to a VPS
Wire a GitHub Action that asks an agent to plan a deploy, then SSHs a pinned script to a Lucknow VPS so pull requests land on a real host, not a slide deck.
AI Agents8 min read
Multi-Agent Handoff Without a Swarm on One VPS
Hand work between specialist agents with a typed envelope and a local queue, not a free-for-all swarm, so ownership stays explicit on one VPS.
AI Agents8 min read