# Fiveangle's homelab and machine learning projects

> Source: <https://forum.level1techs.com/t/fiveangles-homelab-and-machine-learning-projects/259580#post_1>
> Published: 2026-10-27 06:47:11+00:00

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.

Enjoy !

-=dave

Single-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:

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Comprehensive 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:

Allow an agent running within an unprivileged LXC container to safely cut it’s own network access on demand (for true network resilience testing):

Enable 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 ):

Custom 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:
