Staff AV Behavior Safety Engineering Lead

atGeneral MotorsRemoteUS flagUnited StatesFull-timeFull-stack EngineerSenior$185.1k – $284.1k/year

Posted 7 hours ago

This is a fully remote position, open to applicants in United States.

πŸ“‹ Description

β€’ Lead the strategy and support the implementation for defining, measuring, and validating the safety of SAE Level 3–4 automated driving systems driven by machine-learned models.

β€’ Take ownership of the AI and autonomous vehicle behavior safety strategy for next-generation ADS architectures.

β€’ Design and execute AI safety strategies for imitation learning and reinforcement learning models.

β€’ Manage the behavior-focused segment of the ADS safety case, encompassing claims, sufficiency criteria, and recommended evidence.

β€’ Collaborate with Software Validation, Embodied AI, Simulation, Safety Metrics, and vehicle program teams.

β€’ Define the end-to-end validation methodology for autonomous vehicle behavior and AI safety.

β€’ Work together on evaluation metrics, human benchmarks, and safety launch targets.

β€’ Develop safety performance indicators for autonomous vehicle behaviors.

β€’ Establish metrics throughout the machine learning model development lifecycle.

β€’ Interpret ISO/PAS 8800, ISO 21448 (SOTIF), ISO 5083, and AVSC best practices.

β€’ Evaluate autonomous vehicle performance using simulation, closed-course testing, and public-road data.

β€’ Provide prioritized feedback to engineering teams.

β€’ Define and execute an assurance process to verify sufficiency criteria and safety targets for launch readiness.

β€’ Report to the AV Safety Strategy and Assurance organization and impact launch decisions for next-generation automated driving products.


⛳️ Requirements

β€’ Bachelor's degree in Computer Science, Engineering, Mathematics, or a related field.

β€’ Over 7 years of experience in machine learning, engineering, data science, or a similar discipline.

β€’ More than 7 years of experience in autonomous vehicle or robotics development or a related area.

β€’ Experience with production-intent autonomous vehicle programs.

β€’ Demonstrated technical safety leadership in autonomous vehicle development, including safety strategies, risk assessments, validation methodologies, or contributions to safety cases.

β€’ Profound understanding of autonomous vehicle behavior development, covering ODDs, behaviors, evaluation criteria, and analysis of simulation, closed-course, and public-road test data.

β€’ Familiarity with methodologies for evaluating machine learning models and the machine learning model development lifecycle.

β€’ Experience applying AV safety standards and best practices, such as ISO/PAS 8800, ISO 5083, ISO 21448 (SOTIF), and AVSC practices.

β€’ Strong communication and storytelling abilities, including the capacity to explain complex technical trade-offs to executives and non-technical stakeholders.

β€’ Ability to influence cross-functional teams without direct authority.

β€’ Problem-solving mindset, comfort with ambiguity, and a proactive approach to learning and continuous improvement.

β€’ Preferred: Master's degree in Computer Science, Engineering, Mathematics, or a related field.

β€’ Preferred: Experience with LLMs, Generative AI, deep learning, imitation learning, and reinforcement learning.

β€’ Preferred: Familiarity with Google Cloud Platform, BigQuery, and Dataflow.

β€’ Preferred: Experience with MLflow, model monitoring and versioning, GitHub, and Jira.


🏝️ Benefits

β€’ Bonus potential through an incentive pay program based on company performance, job level, and individual performance.

β€’ Medical, dental, and vision benefits.

β€’ Health Savings Account.

β€’ Flexible Spending Accounts.

β€’ Retirement savings plan.

β€’ Sickness and accident benefits.

β€’ Life insurance.

β€’ Paid vacation and holidays.

β€’ Tuition assistance programs.

β€’ Employee assistance program.

β€’ GM vehicle discounts.

β€’ Company vehicle evaluation program, subject to motor vehicle report review.

β€’ Remote work arrangement.

β€’ Travel under 25%.

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