Engineering Is Automated. Research Is the Residual.

Recent developments show AI has automated much of engineering work, leaving research as the remaining challenge. This shift could reshape AI development timelines.

The Machine Economy — Capital-Heavy, Human-Light, Trading With Itself

Analysis of the emerging machine economy where AI-driven firms operate with minimal human labor, reshaping markets and economic structures.

The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations

Analysis of how 99.9% alignment accuracy degrades exponentially over multiple AI generations, raising concerns for recursive self-improvement.