While Crunchbase News AI provides a useful lens on venture capital mechanics, its thesis rests on a cascade of assumptions: that multiple AI giants will actually achieve successful public exits, that limited partners will automatically reinvest proceeds into the same asset class, and that they will do so overwhelmingly with the largest incumbents. The analysis may underplay the potential for LP fatigue with concentrated mega-funds or the emergence of new strategies targeting overlooked sectors. The more immediate, and perhaps more telling, signal to watch will be whether fresh liquidity from any single major exit flows back into early-stage AI innovation or simply reinforces the existing power structure.