[Demo] Engineering Workflow, Reimagined with Agentic AI.

Having spent years working with engineering design, optimization, control using simulation and AI technologies, I have long envisioned a workflow where these powerful tools could collaborate autonomously under Engineer supervision. Today, Agentic AI is making this possible.

[Demo] Engineering Workflow, Reimagined with Agentic AI.

In this demo, a Coordinator Agent orchestrates a team of specialized Engineering Agents:

  • Strategic Design Agent: literature and market research, design strategy, concept generation
  • Compliance Agent: validation with regulations, requirements
  • Optimization Agent: design variants and optimization using surrogate AI models and Simcenter HEEDS
  • Simulation Agent: CFD aerodynamic using Simcenter PhysicsAI, and multi-physics (thermal, cooling) with Simcenter Amesim.
  • MBSE Agent: report and SysML artifact model generation

The cool part is not individual tools, but how they collaborate altogether, enabled by Simcenter CoPilot, MCP servers, and API scripts. Research, design, optimization, simulation, validation, and documentation become part of an engineering workflow.

We are still in the early days of exploring how engineers and AI agents can collaborate in a trustworthy and effective way. I hope this 1 min demo shows some exciting possibilities ahead.