Question
Overview of integrating LLMs and AI Agents with MATLAB APIs for automated code generation and model tuning.
Expert Answer
Neeta Dsouza
PhD Expert
Answered Aug 30, 2026
AI Agents interface with MATLAB using Python engine integrations or REST APIs to automate complex modeling and simulation workflows.
The AI Agent automates engineering tasks through a multi-step loop:
- Code Generation: Generates structured MATLAB scripts and Simulink model components based on system requirements.
- Execution: Runs simulations programmatically using the
sim()command. - Diagnostic Evaluation: Parses simulation output data and checks for overshoot, settling time, or numerical instability.
- Automated Tuning: Iteratively updates control gains (like PID or MPC parameters) until the model meets specified performance targets.
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