Building a Memory-Driven AI Homelab: DGX Spark, Knowledge Graphs, and 24 Containers From Soup to Nuts
A surgical deep-dive into running an NVIDIA DGX Spark, multi-agent AI orchestration, temporal knowledge graphs, and 24 Docker containers on Unraid — all wired together with MCP servers, HashiCorp Vault, and a custom API layer that gives AI agents persistent memory.