Lead development of simulation frameworks and AI-driven knowledge management systems for General Motors. Architect multi-agent workflows and validate performance metrics in complex engineering environments.
Responsibilities
Lead the development of agentic simulation frameworks, AI-driven knowledge management systems, and virtualization strategies for complex engineering environments.
Agentic Simulation Frameworks: Architect multi-agent workflows for design, analysis, and decision-support.
Implement orchestration strategies for parallel and serial agent execution.
Integrate AI agents for requirement verification, optimization, and adaptive learning.
Deploy Validation strategies for authenticating, synchronization and optimizing organizational knowledge.
Design Knowledge Management (KM) pipelines across multiple platforms and develop predictive models for AI tool efficacy.
Validate KM systems through large-scale multi-agent simulations.
Develop virtualization strategies for scalable simulation environments.
Conduct performance analysis: throughput, latency, determinism, resource utilization, and robustness under stress.
Apply statistical validation frameworks to ensure reproducibility and confidence in simulation results.
Establish quantitative metrics for simulation fidelity and decision-making efficiency.
Requirements
PhD or Master’s degree in Electric Engineering, Computer Engineering, or related field.
Professional education in Modeling and Simulation (NTSA or alike)
Professional education in Software quality and testing (ISTQB, QAI's CSTE/CSQA or STEC)
10+ years of experience delivering embedded or system-level software in production environments.
Experience designing multi-agent architectures and orchestration patterns.
Expertise in validation frameworks, knowledge capture, and efficiency metrics.
Strong background in simulation performance benchmarking: latency, determinism, scalability, and robustness.
Proficiency in statistical validation (confidence intervals, effect sizes, hypothesis testing).
Strong background with high-performance high-fidelity control systems simulation for Electric Drive, Power Electronics and RESS Software & Tools Programming: MATLAB/Simulink, Python, C++ for simulation control, data analysis, and ML integration.
AI/ML: PyTorch, TensorFlow, scikit-learn for predictive modeling.
Data Analysis: NumPy, Pandas, SciPy, visualization with Matplotlib, Seaborn.
Experiment Tracking: MLflow, Airflow, Prefect.
CI/CD: Git, GitLab, Jenkins, containerization with Docker/Kubernetes.
Profilers: Perf, VTune, Nsight Systems for CPU/GPU utilization.
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