Ai-Deployment on René Zander | AI Automation Consultanthttps://renezander.com/tags/ai-deployment/Recent content in Ai-Deployment on René Zander | AI Automation ConsultantHugoenSat, 21 Mar 2026 07:00:00 +0100Systemd Services for AI Servers: Production Setup on Linuxhttps://renezander.com/blog/systemd-services-ai-servers/Sat, 21 Mar 2026 07:00:00 +0100https://renezander.com/blog/systemd-services-ai-servers/<p>I run a TickTick MCP server, a Telegram bot that routes through Claude Opus, and ten scheduled AI agents on a single Debian VPS. None of them run in Docker. All of them run as systemd services or systemd timers.</p> <p>This is the setup guide for running systemd services for AI servers the way I actually do it in production. Unit files, logs, timers, resource limits, and the security hardening that matters. No container orchestration, no Kubernetes, no Docker Compose YAML. Just systemd, because for single-host AI workloads it is the right tool.</p>