Compute Surge: 10 Major Scientific Breakthroughs AI Could Unlock by 2028
Annual_Judge_7272 · reddit · 2026-07-30
Based on the projected growth of global AI compute—reaching roughly 150 million H100-equivalents by late 2028—the author outlines ten major breakthroughs AI is positioned to unlock. As compute multiplies yearly, AI will explore previously intractable combinatorial, physical, and biological search spaces.
Key predictions include:
- Mathematics: Systematic progress on long-standing problems and formalized research-level proofs.
- Biomedicine: Accelerated discovery of disease mechanisms and novel therapeutic candidates via massive molecular simulation.
- Materials Science: Discovering room-temperature superconductors and better battery materials through inverse design and billion-atom simulations.
- Climate & Energy: Higher-fidelity Earth-system models and practical advances in controlled fusion via AI-optimized plasma control.
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