Explain algorithm strategies and complexity

You are faced with a complex, potentially ambiguous coding problem. Describe how you would clarify requirements, identify constraints, propose multiple solution strategies, and select appropriate data structures and algorithms. For each approach, analyze time and space complexity, discuss trade-offs, and enumerate edge cases and how you would test them. Explain how you would iterate from a brute-force baseline to a clean, optimized solution while maintaining readability.