Context
Before committing to a hardware design, I wanted a faster way to explore ADC metrology behaviour, noise and harmonic distortion.
Approach
I used AI-assisted development to build an indicative STM32H7 ADC digital twin and then exposed the result through a browser-based simulator. The model is explicitly a proof of concept, not a substitute for datasheet validation or production verification.
Outcome
The experiment made the trade-offs visible early and created a working tool that could be used to discuss accuracy, distortion and test scenarios before hardware work.
What I learned
AI can accelerate the first working model, but engineering judgement, source verification and clear limits on what the model proves remain essential.