AI Self-Hosted Cowork, Part 1 of 6: Foundation — Validating Your GPU and Deploying the Docker Stack Validate your GPU host, deploy Docker with PostgreSQL+pgvector, and lay the foundation for your self-hosted Copilot alternative.
AI Agents Running OpenClaw Inside NemoClaw: Sandboxing an Always-On AI Agent How we wrapped our always-on AI infrastructure agent in NemoClaw's sandbox — Landlock, seccomp, network namespaces, and the Caddy proxy trick that made RFC 1918 access work.
AI Agents Building Sam: How We Taught an AI Meeting Assistant to Recognise Every Voice in the Room How we built voice identification and in-meeting enrollment for Sam — our open-source AI meeting assistant. Speaker embeddings, resemblyzer vs pyannote, and the flow that lets Sam enrol new attendees without interrupting the meeting.
AI Agents Destroyed Production 10 Times in 16 Months. Here's What They Have in Common. In October 2024, an AI agent deleted a live production database at a startup. The founder described it as "watching someone pull the pin on a grenade in slow motion." In July 2025, Replit's AI agent wiped records for 1,200 companies during a live coding
AI as a Sysadmin Co-Pilot: What Actually Works (and What Doesn't) I recently migrated four Ghost blog sites — including this one — off Podman containers and onto KVM virtual machines. It took one evening. I'm convinced it would have taken two full days without AI assistance. But this isn't a post about how AI is magic. It'
