NVIDIA’s new Personal AI Router turns a pile of home GPUs into one shared endpoint for multi-agent inference. A look at what it actually does, why it fits a bottleneck already visible on this homelab, and what it rules out.
Cursor’s new forge product Origin reveals why GitHub’s human-centric architecture is struggling to keep pace with agent-driven development, and what it would take for a new entrant to actually displace the incumbent.
The results already shipped. This is the part that took longer: forking an open-source Home Assistant benchmark, extending it into calendar, portfolio, and coding domains it never covered, and hitting two real bugs along the way — one hiding in code nobody had touched, one hiding in a floating-point boundary case we wrote ourselves.
Meta had the one asset nobody else in the West could match — frontier-scale open weights, right as sovereign AI became a real enterprise buying criterion. Instead of owning that lane, it built Muse Code to fight Anthropic, OpenAI, and now xAI for a shrinking slice of the most contested market in AI.