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This workshop will bring together experts in the field of Digital Twinning (DT), Machine Learning (ML) and Virtual Diagnostic (VD) who apply these methods to the optimisation of accelerator-based light sources (rings/linacs/compact) towards resilient & autonomous operation and address the full facility from source to scientific instruments. The workshop is open to all LEAPS members; colleagues from external laboratories may participate only by invitation.