Using ZFS Snapshots with Docker Containers
Recently I spent some time learning Docker and ZFS. I was already using ZFS snapshots on OS-level projects, automating them with Sanoid and replicating them to another machine using Syncoid.
Recently I spent some time learning Docker and ZFS. I was already using ZFS snapshots on OS-level projects, automating them with Sanoid and replicating them to another machine using Syncoid.
Recently, I worked on setting up a RAG pipeline using SQL Server as the vector database. The main goal was to test how practical SQL Server is for storing embeddings, searching similar content, and integrating AI features into an existing production-style database.
I built a RAG (Retrieval-Augmented Generation) chatbot and embedded it in this blog so visitors can ask questions about me and get answers backed by real indexed documents — not hallucinations.
A short walkthrough of deploying a Laravel app on a Hetzner VPS using Docker Compose, Apache, MySQL, Traefik, Let’s Encrypt, Cloudflare, and GitHub Actions for automated deployment.