Strata: Run a 125B Model on a 12 GB Gaming GPU

Strata runs Qwen3.8-Flash-Next, a 125B MoE model, on a 12 GB gaming GPU at 94 tokens per second. How the three-tier memory split works, what the self-reported numbers do and do not show, and the licence detail that decides whether you can ship it.

Omarchy: The Linux Desktop Built for AI Agents

Omarchy 4.0.4 wires thirteen coding agents into Arch and Hyprland. Agent spend in the status bar, crashes routed to your agent, 367 self-documenting commands, and a shipped skill file that teaches any agent how the system is built.

5 Things Your AI Agent Needs From a Generation API

Plenty of services can generate an image. Far fewer can be used by an agent. Your agent can call the endpoint, but can it tell what the call will cost, whether the model is working, and can it pass the result into the next step without glue? Here are the five checks that decide it.