AI agent rewrites QE phonon code for 36x speedup, benchmark run drops from 3.3h to 4min

simonbatzner · x · 2026-11-10

An AI agent rewrote Quantum ESPRESSO's DFPT phonon code (Fable 5.2), achieving 36x speedup over stock QE on the same GPU (geometric mean across 13 benchmarks), cutting total benchmark wall-clock time from 3.3 hours to under 4 minutes. On hybrid-functional tasks it delivered 9x and — unprompted — implemented a multi-GPU version of the algorithm, enabling parallelization across devices and much larger simulation cells. A landmark case of agents autonomously optimizing scientific computing code.

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