Two Days From Localhost to Production: Building a Hybrid Sovereign AI Site
A two-day build log from localhost to a sovereign hybrid AI site. Three failure modes, exact fixes, and the reproducibility checklist most cloud guides skip.
Read article →All articles tagged "sglang" — self-hosted AI fixes, setups, and architecture notes.
A two-day build log from localhost to a sovereign hybrid AI site. Three failure modes, exact fixes, and the reproducibility checklist most cloud guides skip.
Read article →
I added a numerical output contract to my Mistral prompt and watched throughput drop in half on the same hardware. Then the naturalize step in the same pipeline run hit 31 tok/s. Live SGLang logs explain why, and what to do about it.
A hands-on guide to installing and configuring OpenClaw on NVIDIA DGX Spark, switching between cloud and local models, and wiring MCP servers.
Learn how to run a self-hosted MCP server for your blog’s knowledge base, integrate it with OpenClaw and Vibe, and avoid the pitfalls I hit while migrating from cloud to Sovereign AI.
How we’re getting the Sovereign AI MCP endpoint listed in five registries with real traffic tracking and zero KYC friction.
Learn how a 200-line proxy fixed a strict role-alternation bug that broke Mistral Small 4 after the first few turns
This technical blog maintains a single source of truth while layering machine-readable tools on top, ensuring both human readers and AI agents get accurate, up-to-date information.
Learn how to transform your technical blog into a dual-purpose knowledge base that serves both human readers and AI agents while future-proofing your content strategy.
Run Mistral Small 4 119B on NVIDIA GB10 with SGLang nightly: exact flags, real benchmarks, every gotcha that costs a day
Optimized workflow for running FLUX.1-schnell and Mistral sequentially on NVIDIA DGX Spark with 128GB unified memory
Lessons learned from a failed LLM self-review experiment that broke our validation pipeline and how we fixed it with deterministic checks.
Deploy a privacy-respecting AI coding assistant with Mistral Small 4 and SearXNG using Docker on ARM64 hardware.
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.
A practical guide to configuring a secure, self-hosted Docker development stack with OpenHands, Gitea, and model caching for Sovereign AI.
Learn how to install and configure Aider for reliable local LLM coding sessions on ARM64 workstations with practical troubleshooting tips.
OpenHands crashes after 10 minutes with a BadRequestError. Here’s exactly how to fix the alternating roles bug in Mistral Small 4 and why the default config is broken.
Learn how to diagnose and resolve Docker port conflicts with practical troubleshooting steps and configuration fixes.
Three separate 400 Bad Request causes in Mistral Vibe with SGLang, their root causes, and update-safe fixes
How I wasted three days debugging SIGKILL 137 after every SGLang restart, until I learned that GPU memory isn’t freed instantly and Docker’s `--rm` and `--restart` hate each other.
How we got Mistral Small 4 119B inference working on NVIDIA DGX Spark's ARM64 GB10 chip with SGLang, including backend selection, speculative decoding, and Vibe CLI optimizations.