$850 billion is the current scale of big tech investment in data centers. Meta and Microsoft each committed tens of billions in their latest quarters to secure AI infrastructure. This massive capital expenditure prioritizes physical capacity over software efficiency. Practitioners should expect a prolonged period of aggressive hardware scaling to support larger models.