Frontier labs reportedly allocate only ~5% of GPU budget to safety and alignment
i_dg23 · x · 2026-09-14
- A practitioner with knowledge of frontier lab operations explains that GPUs remain a scarce resource and all labs are fundamentally compute-constrained.
- Leadership re-allocates GPU resources aggressively on a weekly or monthly basis, and every project must fight for survival—for both training and inference. This includes safety and alignment teams.
- The author estimates safety/alignment gets only around 5% of the total GPU budget at most labs, and breaks down what "pacing the frontier" means in terms of inference, pre-, mid- and post-training compute allocation.
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