
Quantifying how AI reshapes labor markets, plus legislative frameworks for managing the displacement transition.

As AI displaces an estimated 4.2 million American jobs over the next decade, this report proposes the Alvelda AI Displacement Investment Framework — a "GI Bill for the AI Age." Companies…

Using Brainworks' own operations as a case study, this report quantifies the productivity multiplier of AI-native knowledge work. A 2-person team augmented by AI agents produced output…