Your question is Automation Framework From Scratch. 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).
Describe your process for handling complex automation frameworks from scratch.
Explain how you would clarify requirements, select the automation approach and tooling, design the framework architecture, establish coding and reporting standards, integrate it into delivery workflows, and manage risks. Cover how you would validate maintainability, reliability, scalability, and adoption, including the trade-offs you would discuss with stakeholders.