The randomization bug tripped me up first because I kept looking in the wrong place.
Start by reproducing each bug with a minimal test case to confirm the symptoms, then trace the root cause in the code, and finally apply the smallest possible fix while adding regression tests. Prioritize the null pointer errors first as they likely cause crashes, then address the hashmap misconfiguration, and finally the randomization issue.
Pro tip: Demonstrate a systematic debugging process: always write a failing test before fixing a bug, and after the fix, ensure the test passes and no other tests break. This shows you value reliability and maintainability.
Write minimal test cases to reproduce each bug and determine their impact. Prioritize null pointer errors as they cause crashes, followed by hashmap misconfiguration, then randomization.
For each bug, trace the code to identify the exact cause. For null pointer, examine key-swapping logic; for hashmap, check initialization parameters; for randomization, inspect the random number generation.
Implement the smallest change that fixes the root cause without altering unrelated behavior. For example, add null checks, correct hashmap capacity/load factor, or use a proper random seed.
Write tests that specifically target each bug to ensure they are fixed and prevent future regressions. Include edge cases like null keys and boundary conditions.
Run all tests to confirm fixes and no new issues. Discuss trade-offs of your fixes and potential improvements for robustness.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.