Timing matters. At PITZ, the laser-struck photocathode generates electron bunches that are accelerated immediately, at up to 60 million volts per meter. A fast electromagnetic kicker system acts as a high-speed gatekeeper, selectively deflecting individual electron bunches from a high-repetition beam and steering them according to researchers’ needs. This precise, bunch-by-bunch control is essential for fine-tuning beam properties for FLASH experiments and other radiation therapy studies.
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Although I could push these new libraries to GitHub now, machine learning algorithms are understandably a domain which requires extra care and testing. It would be arrogant to port Python’s scikit-learn — the gold standard of data science and machine learning libraries — to Rust with all the features that implies.