Autonomous discovery of accelerator commissioning algorithms
Simulated commissioning has become essential for de-risking modern light-source design and commissioning, but the procedures being simulated are still designed entirely by human experts. Their labor-intensive redevelopment after lattice changes makes such studies hard to repeat and limits their use during early design iteration. This Letter demonstrates a closed research loop in which a language-model agent writes commissioning code, tests it in simulation, and improves the algorithm from the results. Applied to RF beam capture in the ALS-U accumulator-ring model, the loop substantially improves a working expert procedure and can construct a working one from a minimal starting point, with...
| Authors | Thorsten Hellert |
|---|---|
| Primary category | physics.acc-ph |
| Published | 7 August 2026 |
| Last updated at source | 7 August 2026 |
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