Evangel Oputa

Orbital AI datacenters moved from theory to hardware with Starcloud-1. What workloads move first, who controls the infrastructure, and the timeline.

Opening Finding Amazon creates very large gross economic activity in the United States. Net local economic impact varies sharply by segment and geography, and the two measures are routinely conflated in public and commercial discourse about AI's economic contribution. The strongest company-reported claims for 2025: more than $340 billion invested in the U.S., more than $1.8 trillion contributed to the U.S. economy since 2010, and 2 million jobs supported. These numbers have scale. They are...

AI responses get more polished and less useful after repeated correction. Here is the pattern, the research behind it, and how to fix it.