A record of 2 days spent installing and using 'Strata' to run a 125B MoE on a single GPU + RAM

Qwen3.8-Flash-Next is a 125B parameter MoE model. Since yesterday, I have been using an engine called Strata on my home PC, ...

What to do if Claude's MCP shows 'Connection closed' — How to revert using --with "mcp<2" if the cause is mcp 2.0 (uvx/uv tool measurements)

This article is for those whose MCP servers configured in Claude Desktop or Claude Code stopped connecting one day after the end of July 2026. It targets Python-based servers launched with "command": ...