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  • Strengths:
    • The student has implemented a more efficient solution than the reference, demonstrating a good understanding of hash maps and their benefits.
    • The code is clean, well-commented, and easy to understand.
    • The logic for finding the complement and checking its presence in the hash map is correctly implemented.
  • Areas for Improvement:
    • While the solution is efficient, it might be helpful to add a brief comment explaining why the hash map approach is chosen over the brute-force method, especially for beginners who might not immediately see the trade-offs.
    • The docstring could be slightly more detailed, perhaps including an example or mentioning the edge cases (though the problem is straightforward).

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