Running services and the architecture of the sovereign AI grid.
I had a 600-line dashboard that worked technically and went unopened socially. Rebuilding it as a teaching surface changed everything. This post is the design pattern: info-buttons on every metric, persona-cross-references on every model, a glossary tab that explains every acronym, and a doctor tab with one-button fixes. Sample backend and frontend code.
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Three honest paths at €15k for the one-person consultancy or small studio that has outgrown a single box: dual RTX 5090 on a Threadripper Pro workstation, DGX Spark plus a dedicated inference second box, or a refurbished pro-workstation route. Current Geizhals prices, UPS sizing, and the cases where this tier is genuinely the floor.
A deep dive into a self-hosted AI operations dashboard that replaces cloud dashboards with a privacy-first, hardware-aware control plane. Learn how the Service tab was rebuilt to handle long commands without layout breaks, how service control works at the system level, and why a single source of truth for your AI stack matters.
A hardened local AI development stack using OpenHands, Aider, and Gitea over Tor with Mistral Small 4 inference
How to run OpenHands and Aider locally with Mistral Small 4 and Qwen3 Coder Next for reliable, private AI-assisted development.
Protect your code and metadata from cloud services using self-hosted Git, Tor routing, and privacy-focused package management.
Learn how SHARED_CORE enforces security and consistency across Sovereign AI projects while automating setup with standardized scaffolding.
A practical guide to configuring a secure, self-hosted Docker development stack with OpenHands, Gitea, and model caching for Sovereign AI.
How NVIDIA's tested playbooks transform DGX Spark into a reproducible AI development environment with pre-configured stacks, MCP integration, and battle-tested configurations.