← Anthropic Interview Insights
I jumped straight into BFS and got the basic loop working pretty fast, which felt good.
Start by clarifying the problem constraints and API behavior, then outline a BFS traversal using a queue and a visited set to avoid cycles. Emphasize domain filtering and discuss edge cases like malformed URLs, non-HTML content, and rate limiting.
Pro tip: Mention that you would normalize URLs (e.g., resolve relative paths, strip fragments) before adding to the visited set to avoid duplicates. Also, discuss politeness policies like respecting robots.txt and adding delays to avoid overwhelming the server.
Ask about API rate limits, expected scale, handling of non-HTML links, and whether the root URL's domain defines the scope. Confirm that BFS is required and that we only visit pages within the same domain.
Use a queue for BFS and a set for visited URLs. Initialize with the root URL, then while the queue is not empty, dequeue a URL, fetch its links via the API, filter to same domain, and enqueue unvisited URLs.
Normalize URLs by resolving relative paths, removing fragments, and standardizing case. Filter out URLs not matching the root domain (including subdomains if specified) and skip non-HTTP(S) schemes.
Discuss handling API errors, timeouts, and retries. Consider rate limiting, concurrent requests (if allowed), and memory constraints for large sites. Mention robots.txt and politeness.
State time complexity O(V+E) where V is pages and E is links, and space O(V). Suggest optimizations like using a Bloom filter for visited URLs if memory is tight, or parallelizing with a thread pool while respecting rate limits.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.