The Changelog: Software Development, Open Source

The state of homelab tech (2026) (Friends)

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Jan 24, 2026
Techno Tim, homelab creator and YouTuber known for hands-on self-hosting, Proxmox and TrueNAS tutorials. They talk hardware scarcity and why 2026 is the Year of Self-Hosted Software. Conversations cover vision-enabled OCR, document pipelines, unleashing Claude for networking fixes, Proxmox automation with PXM CLI, hybrid ZFS layouts, clustering strategies, and using agents as homelab copilots.
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ADVICE

Use Vision Models For Better OCR

  • Use vision-trained multimodal models to improve OCR accuracy over traditional OCR.
  • Feed scanned documents through a small local model for higher-fidelity serials and metadata extraction.
ADVICE

Prep Docs For RAG With Dockling

  • Parse documents with tools like Dockling or PaddleOCR to preserve structure and metadata for RAG pipelines.
  • Convert extracted tables and sections into Markdown to maintain semantics for downstream use.
ADVICE

Save Raw Images As Your Bronze Layer

  • Keep raw scanned images as a bronze layer so you can reprocess later with better models.
  • Apply medallion ETL (bronze/silver/gold) to transform, clean, and produce production-ready data.
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