AI infrastructure, chips and governance

Independent analysis of AI infrastructure, chip economics, model pricing, security and regulation — what it actually costs, and what the law actually requires.

Latest Blogs

View all articles

Explore the latest analysis from UniverseBlend on AI infrastructure, chips, model economics, security and governance—covering the systems, costs, risks and rules shaping modern AI.

DeepSeek V4.1 Flash

AI Models & Economics

DeepSeek V4.1 Flash on a 12GB GPU

Published 29 October 2026. Checked against ISTA-DASLab’s model card (updated 27 October), Strata’s documentation for version 0.2.7 and llama.cpp release …
Explore all articles

Category Spotlight

View all articles

Explore focused analysis across AI security, AI chips and economics, and AI governance—organized around the infrastructure, costs, risks and rules shaping modern AI.