For a typical medium-difficulty coding task, walk through your approach: enumerate edge cases, justify your initial algorithm, analyze time and space complexity, and propose improvements. Describe production practices for handling invalid or unexpected inputs (validation, error reporting, logging/metrics, safe defaults, and failure modes). Provide example test cases that cover corner scenarios.