The AI gold rush is hitting a massive wall. It's no longer just about having the best code; it's about who can actually afford the compute to run it. As "Compute Scarcity" becomes the new reality, the gap between the giants and startups is growing wider than ever.
The GPU Moat: NVIDIA H100s have become the new global currency, with only the wealthiest players able to secure enough chips to train and deploy large models.
Burn Rate vs. Inference: Many startups are burning through cash just to rent GPUs, running out of funds before they even ship a product.
The Survival Shift: Efficient architectures—like pruning, quantization, and specialized hardware—are the only way for startups to stay alive in 2026. Without them, the GPU crisis will continue to claim victims.