Hands-on Staff engineer on ServiceNow's Moveworks team building the production path for ML: MLOps pipelines for training/serving/retraining, safe rollouts (canaries, feature flags, rollback), controlled self-learning feedback loops, and SRE practices (SLIs/SLOs, on-call) for AI systems. Stack: Python plus Go/Java/C++/Rust, Kubernetes, cloud, IaC, CI/CD, observability.
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