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Goldman Sachs

Senior Test Automation AI Engineer (Automation & Operations) - Vice President - Dallas

Posted 8 Days Ago
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In-Office
Dallas, TX
Senior level
In-Office
Dallas, TX
Senior level
Design and maintain AI-driven, self-healing test frameworks; implement LLM-powered test generation and agentic workflows; build telemetry and ML-based observability; orchestrate privacy-compliant synthetic data; integrate intelligent gates into CI/CD; and partner with engineers and data scientists to ensure testability of AI models and microservices.
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Role Overview:

In the rapid development landscape of 2026, the role of a Senior AI/ML Engineer in test automation is to transform Quality Assurance (QA) from a reactive bottleneck into a proactive, intelligent layer. By leveraging Large Language Models (LLMs) and agentic workflows, you will build a "self-healing" test harness that provides the confidence needed for continuous, high-velocity deployments. 

Responsibilities:

  • Autonomous Test Harness Engineering: Design and maintain "self-healing" test frameworks that use AI to automatically update locators and scripts when UI or API schemas change, reducing maintenance toil by up to 70%.
  • LLM-Powered Test Generation: Implement agentic workflows (using frameworks like LangGraph or CrewAI) to analyze Jira stories, PR diffs, and system architecture to generate comprehensive test suites, including edge cases and negative scenarios.
  • Intelligent Observability & Monitoring: Build telemetry pipelines that use ML for anomaly detection and predictive risk analysis, identifying high-risk code areas before they reach production.
  • Synthetic Data Orchestration: Leverage Generative AI to create high-fidelity, privacy-compliant synthetic datasets for complex integration and performance testing.
  • "LLM-as-a-Judge" Implementation: Establish automated evaluation frameworks (e.g., Giskard, DeepEval) to measure the accuracy, safety, and hallucination rates of AI-driven features.
  • CI/CD Integration: Architect intelligent gates within the CI/CD pipeline that use predictive test selection to run only the most relevant tests for a given code change, optimizing execution speed.
  • Cross-Functional Collaboration: Partner with developers and data scientists to ensure "testability" is built into AI models and microservices from the design phase.
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