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Code Quality and Debugging Practices Questions

Focuses on writing maintainable, readable, and robust code together with practical debugging approaches. Candidates should demonstrate principles of clean code such as meaningful naming, clear function and module boundaries, avoidance of magic numbers, single responsibility and separation of concerns, and sensible organization and commenting. Include practices for catching and preventing bugs: mental and unit testing of edge cases, assertions and input validation, structured error handling, logging for observability, and use of static analysis and linters. Describe debugging workflows for finding and fixing defects in your own code including reproducing failures, minimizing test cases, bisecting changes, using tests and instrumentation, and collaborating with peers through code reviews and pair debugging. Emphasize refactoring, test driven development, and continuous improvements that reduce defect surface and make future debugging easier.

HardTechnical
0 practiced
Write a short algorithm (in your chosen language) that finds the minimal failing input for a pure function f by performing a binary search (bisect) over an ordered input domain. Describe assumptions and complexity.
EasyTechnical
0 practiced
Explain the role of assertions in production code. When should assertions be used vs. exceptions vs. input validation? Give examples.
HardTechnical
0 practiced
Discuss how you would measure and improve the testability of a codebase. Provide at least six measurable indicators (metrics or code characteristics) and remediation approaches for each.
MediumTechnical
0 practiced
Explain how structured logging and trace context help when debugging distributed systems. Provide a minimal example of a JSON log entry and how you'd query it to find the full request path across services.
EasyTechnical
0 practiced
A colleague submits a change with a failing test that they claim passes locally. Describe the checklist you'd follow during code review and debugging to identify causes for the discrepancy.

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