Your question is Integrating Hardware with Legacy Software. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Explain the methodologies you employ when integrating new hardware controls into legacy software platforms.
Discuss how you would assess the existing architecture, define hardware and software interfaces, preserve backward compatibility, validate behavior, and roll out the integration safely. Address testing, observability, failure handling, security, and how you would manage training-serving or configuration skew if telemetry-driven ML components are involved.
