Corporate Investment & Capital Allocation

Even as researchers demonstrate AI systems that do more with less, corporate capital is flooding into cloud infrastructure at record scale. Amazon's $38 billion AWS commitment with OpenAI exemplifies a widening gap between efficiency gains at the model layer and centralizing hardware bets at the infrastructure layer. For investors, the message is clear: hardware demand remains the defining theme regardless of algorithmic progress.