Senior Manager Digital Architecture (simulation, Digital Twin, and AI Development)

Caterpillar Caterpillar · Industrial · Irving, TX

Leads the architecture organization for enabling machines to learn and scale through simulation, digital twins, synthetic data, AI model development, and AI Factory capabilities. Defines strategy, architecture, and roadmap for platforms supporting the Physical AI development lifecycle, including data generation, simulation, model training, fine-tuning, and validation. Accountable for architecture of digital twin platforms, simulation environments, synthetic data pipelines, AI development platforms, and AI Factory infrastructure.

What you'd actually do

  1. leads the architecture organization responsible for enabling machines to learn, improve, and scale through simulation, digital twins, synthetic data, AI model development, and AI Factory capabilities.
  2. defines the strategy, architecture, and technical roadmap for the platforms, infrastructure, and software ecosystems that support the complete lifecycle of Physical AI development—from data generation and simulation to model training, fine-tuning, and validation.
  3. accountable for the architecture of digital twin platforms, simulation environments, synthetic data pipelines, AI development platforms, and AI Factory infrastructure, including GPU compute, high-performance storage, networking, orchestration, MLOps, and model lifecycle management capabilities.
  4. Partnering with engineering, data science, perception, and robotics teams, this leader ensures that real-world machine data, virtual environments, and AI development workflows operate as a connected ecosystem that accelerates innovation and continuously improves autonomous system performance.
  5. architect an integrated ecosystem where digital twins generate insights, simulation creates learning opportunities, AI Factories train and fine-tune models, and autonomous machines continuously improve through operational feedback loops.

Skills

Required

  • Digital Twin & Virtual Environment Leadership
  • Data Architecture
  • Platform Architecture
  • Analytical Thinking
  • Effective Communications
  • Organizational Leadership

What the JD emphasized

  • Physical AI development
  • AI Factory
  • simulation
  • digital twins
  • synthetic data

Other signals

  • AI Factory capabilities
  • AI model development
  • Physical AI development lifecycle
  • AI infrastructure
  • autonomous system performance