Leopold Aschenbrenner's Situational Awareness Fund Just Bought This Nvidia-Backed Neocloud Stock

This is less a pure NBIS rerating story than a signal that the AI infrastructure capex cycle is becoming self-reinforcing. The strategic implication is that compute supply is no longer just constrained by GPUs; it is increasingly gated by power, networking, and deployment execution, which should extend pricing power for the best-capitalized neoclouds while squeezing smaller entrants that cannot finance multi-year buildouts. That dynamic favors suppliers with balance-sheet leverage to the theme, but it also raises the odds of future bottlenecks migrating from chips to energy interconnects and data-center commissioning.

The market is underestimating how much Nvidia’s involvement de-risks NBIS’s roadmap and, more importantly, how it can accelerate customer adoption through ecosystem validation. If Nebius can keep turning capex into contracted utilization, the stock can remain optically expensive on near-term P/S while still being cheap on forward capacity growth; the real bull case is not revenue alone, but improved return on incremental invested capital as each new tranche of capacity is pre-sold. The main second-order beneficiary is Bloom Energy, because AI power demand increasingly shifts from a utility-cost line item to a strategic input where on-site generation and grid optionality become critical.

The contrarian risk is that consensus is extrapolating scarcity economics too far out on the curve. Once hyperscalers and large-cap neo-infrastructure peers bring more capacity online over the next 12-24 months, GPU rent and inference margins can compress faster than top-line growth slows, especially if utilization normalizes from shortage levels to merely strong levels. In that scenario, the market could de-rate the whole cohort even if revenue keeps compounding, because investors will start valuing these names on mid-cycle margins rather than peak-scarcity multiples.