Hardware costs are up and GPU supply is tight in 2026, squeezed by AI datacenter demand. Techno Tim (Timothy Stewart) and Adam Stacoviak use that constraint as a starting point to map the current homelab landscape, covering Proxmox VE, TrueNAS with ZFS special vdevs using discontinued Intel Optane drives, and running local LLMs via Ollama on an RTX 3090 for Plex transcoding and AI inference on the same machine.
The interesting turn is how AI tooling is changing what one person can build and operate. Adam is running DNSHole, a Pi-hole replacement written in Rust, and PXM, a custom Proxmox automation CLI. Both were built with Claude against the Ubiquiti and Proxmox APIs using Model Context Protocol. Tim calls 2026 the Year of Self-Hosted Software, and the episode walks through the specific stack that supports that claim: Paperless-NGX with paperless-gpt for LLM-assisted document tagging, Open WebUI, Authelia, Grafana, and Prometheus.
The show notes alone are worth bookmarking. They document the full tool chain across virtualization, document intelligence with IBM's Docling for RAG pipelines, PaddleOCR, networking with Tailscale and Ubiquiti UniFi, and the medallion architecture pattern applied to personal document ETL. If you run a homelab or are planning one, this episode is a current-state audit with specific version-aware tooling decisions, not generic advice.
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