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Build a complete multi-agent AI system using Ollama with this step-by-step tutorial. Learn to self-host AI agents with vector memory (Qdrant), message queuing (Redis), automated web scraping, and SSH remote management on Proxmox LXC. This guide shows you how to: → Deploy Ollama in Proxmox LXC containers → Set up Qdrant for AI memory and context → Configure Redis for agent communication → Integrate web scraping for data collection → Manage remote agents via SSH → Architect a multi-agent collaboration system Ideal for homelab builders wanting private, self-hosted AI without cloud costs or data privacy concerns. Links & resources in comments below. #MultiAgent #OllamaTutorial #SelfHostedAI #ProxmoxLXC #Qdrant #AIInfrastructure #Homelab #LocalAI