Design, build, and maintain automated test frameworks for LiveOps web and backend.
Own end-to-end and regression tests for live video, teleoperation, fleet, and data.
Validate IAM and security controls (Cognito, multi-tenant auth, Lambda) for SOC 2.
Validate ML/vision model outputs across object detection, segmentation, and classification.
Validate health monitoring and observability: alerts, DynamoDB Streams, CloudWatch.
Integrate tests into CI/CD; build infra, data, and testing pipelines.

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