My first instinct was a circular buffer and I went with it, which I think was right, but I spent too long explaining the data structure before actually coding anything.
Start by clarifying the requirements: the function returns the car's current position, and we need to query historical positions up to 10 seconds ago. Propose a data structure like a circular buffer or deque to store timestamped positions, and discuss trade-offs between memory usage, accuracy, and query performance.
Pro tip: Mention that you would use a monotonic clock (e.g., System.nanoTime()) to avoid issues with system clock adjustments, and consider interpolation for timestamps not exactly stored.
Ask about the expected query rate, precision of timestamps, memory constraints, and whether interpolation is needed. Confirm the 10-second window and that the function should handle timestamps within that window.
Select a circular buffer (ring buffer) or deque to store (timestamp, position) pairs. This provides O(1) insertion and O(log n) or O(n) lookup, with bounded memory.
Modify the existing position-returning function to also record each new position with a timestamp into the buffer, evicting entries older than 10 seconds.
For a given timestamp, search the buffer (e.g., binary search if sorted) to find the closest recorded position. If exact match not found, return the nearest earlier position or interpolate.
Compare approaches: fixed-size array vs. dynamic list, exact vs. interpolated results, and memory vs. accuracy. Mention concurrency considerations if the function is called from multiple threads.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.