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Qualifications first: 3+ years of professional experience in automotive engineering (or closely related field) plus Python. Strong written English required; teaching/lecturing/training experience and prior LLM QA/RLHF work are strong pluses. Master’s or PhD preferred. Work summary: Review and audit automotive engineering prompts and model responses across topics such as vehicle dynamics, powertrain/electrification, control systems, embedded/ECU/CAN, electronics, ADAS/functional safety, and manufacturing/quality. Verify calculations and design rationale, ensure clarity and rigor, rate against rubrics, and draft improved prompts/solutions with constructive feedback.