DiffusionGemma generates text up to 4x faster than autoregressive LLMs, hits 1,000+ tokens/sec on a single H100, and runs on a consumer RTX 4090. Here is what changed, what the trade-offs are, and how to deploy it today.
A desktop-capable AI assistant needs resource-aware scheduling, or concurrent tasks will fight over the same keyboard, mouse, and screen.
Nvidia's Vera Rubin NVL72 claims 10x lower cost per token than Blackwell. The number is real, but it's rack-scale and FP4-shaped. Here's what it changes.
This is the first time I have written an article, or at least a post longer than 140 characters, and...