I develop scalable ML and real-time pipelines for discovery, classification, and follow-up of astrophysical transients across optical and gravitational-wave data. Focus on trustworthy inference, alert brokering, and detector-noise characterization to enable robust, Rubin- and LVK-scale time-domain science.