{"slug": "fiveangle-s-homelab-and-machine-learning-projects", "title": "Fiveangle's homelab and machine learning projects", "summary": "Developer Dave (\"Fiveangle\") published a collection of homelab and machine learning projects, including a custom inference server that streams Qwen 3 Mixture-of-Expert model experts directly from Apple Silicon SSD to GPU so large models run without the RAM traditionally required. The projects also include single-command deployment of a high-availability DNS environment on Proxmox using Technitium and keepalived, reporting 0.0s-1.3s observed potential total downtime during container upgrades and failover, plus a utility for running commands across groups of LXC containers, a tool letting an agent in an unprivileged LXC container cut its own network access, and GHES-to-EDAC message routing with EEC error injection on ie31200_edac hardware such as the Dell PowerEdge T110-ii.", "body_md": "With the advent of machine learning capable of actually building stuff, my long-time generalist nature finally has an outlet for the fountain of life improvement ideas I never had time for before.\n\nEnjoy !\n\n-=dave\n\nSingle-command deployment of a resilient high-availability DNS environment on Proxmox using Technitium + keepalived. Impervious to poorly-behaving clients that won’t failover to query a second DNS server issued to them via DHCP (looking at you iOS). Managed container upgrades (0.0s-1.3s observed potential total downtime during upgrade/failover), complete with full testing suite on every container upgrade. No Proxmox cluster required:\n\n.\n\nComprehensive utility to execute commands or local scripts en sum inside groups of LXC’s running on a Proxmox server, complete with interactive TUI VMID selection if desired:\n\nAllow an agent running within an unprivileged LXC container to safely cut it’s own network access on demand (for true network resilience testing):\n\nEnable GHES-to-EDAC message routing and EEC error injection/testing on `ie31200_edac` based hardware  (such as Dell Poweredge T110-ii) to enable rasdaemon ECC error logging and reporting in Debian/Proxmox ):\n\nCustom inference server highly optimized for running Qwen 3 based Mixture-of-Expert (MoE) models on macOS Apple Silicon systems, that streams model experts directly from built-in Apple Silicon SSD to GPU in order to run huge models without the RAM required to traditionally do so:", "url": "https://wpnews.pro/news/fiveangle-s-homelab-and-machine-learning-projects", "canonical_source": "https://forum.level1techs.com/t/fiveangles-homelab-and-machine-learning-projects/259580#post_1", "published_at": "2026-10-27 06:47:11+00:00", "updated_at": "2026-10-27 07:11:38.062316+00:00", "lang": "en", "topics": ["machine-learning", "large-language-models", "ai-infrastructure", "ai-tools"], "entities": ["Fiveangle", "Dave", "Proxmox", "Technitium", "keepalived", "Qwen 3", "Apple Silicon", "Dell PowerEdge T110-ii"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/fiveangle-s-homelab-and-machine-learning-projects", "markdown": "https://wpnews.pro/news/fiveangle-s-homelab-and-machine-learning-projects.md", "text": "https://wpnews.pro/news/fiveangle-s-homelab-and-machine-learning-projects.txt", "jsonld": "https://wpnews.pro/news/fiveangle-s-homelab-and-machine-learning-projects.jsonld"}}