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“Riddler” is a new tool that uses machine learning to study Type Ia supernovae, helping researchers understand these powerful explosions more efficiently and accurately. This tool fits spectra to models based on real supernova data, providing insight into the mechanics of these events. The mystery of how these explosions occur continues, but “Riddler” is making research in this field more possible.