← Airbnb Interview Insights

Airbnb·Machine Learning Engineer·Technical Phone Screen·Senior

Senior
Apr 2026

Summary

Airbnb ML engineer interview with a coding problem centered on text formatting. The core question was straightforward enough but the follow-up pushed into layout design territory I wasn't fully prepared for.

Questions Asked (1)

Q1

Given a string of words and a width W, implement a function that wraps the text into a bordered box with inner width W. Each line should be padded with spaces and surrounded by pipe characters on both sides. Words should only break at word boundaries, and short final lines should be right-padded with spaces.

Algorithms & Data StructuresSystem DesignTechnical Trade-offs
Author's notes

The box formatting part was fine, I got through it without too much trouble.

Create a free account to read the full note

AI HintsAI Generated

Suggested Approach

Start by clarifying edge cases like empty input, words longer than W, and multiple spaces. Then outline a greedy line-breaking algorithm: iterate through words, adding to current line if it fits, otherwise start a new line. Finally, construct the bordered output by padding each line to width W and surrounding with pipes.

Pro tip: Mention that this is essentially a simplified version of the text justification problem, and that you can achieve O(n) time and O(1) extra space (excluding output) by processing words in a single pass. Also, proactively discuss how you would handle words longer than W, as interviewers often check for this edge case.

1. Clarify requirements and edge cases

Ask about empty strings, words longer than W, multiple spaces between words, and whether W includes the border characters. Confirm that words should not be broken.

2. Design the line-breaking algorithm

Use a greedy approach: maintain a current line and its length. For each word, if adding it (plus a space if needed) exceeds W, finalize the current line and start a new one with the word. Otherwise, append it.

3. Handle edge cases

If a word is longer than W, decide whether to truncate, break it, or let it overflow. Typically, you should let it overflow or handle it as a special case. Also, ensure empty input produces an empty box or just borders.

4. Construct the bordered output

For each line, pad it with spaces to reach width W (right-padding for the final line, and also for other lines since we only break at word boundaries). Then surround each line with '|' characters. Optionally, add top and bottom borders with '+' and '-'.

5. Analyze complexity and test

State that the algorithm runs in O(n) time where n is the total number of characters, and O(1) extra space (excluding output). Walk through a few test cases, including empty string, single word, and multiple lines.

Key Points to Mention

  • Greedy line-breaking algorithm with single pass over words
  • Handling of words longer than W (e.g., allow overflow or truncate)
  • Padding logic: right-pad all lines to width W, including the last line
  • Border construction: use '|' for sides, and optionally '+' and '-' for top/bottom
  • Time and space complexity: O(n) time, O(1) extra space
  • Edge cases: empty input, multiple spaces, W=0 or negative

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.