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Learn to think like a stronger engineer.

Learn the fundamentals. Practice real problems. Master system design. Build senior-level engineering depth. Get personalized guidance on what to learn next.

Fresher Mid-Level Senior Lead / Staff
seniordevlab · pattern-learning.java
// Don't memorize the solution.
// Learn why the pattern works.

public int[] replaceElements(int[] arr) {

    int maxRight = -1;

    for (
        int i = arr.length - 1;
        i >= 0;
        i--
    ) {

        int current = arr[i];

        arr[i] = maxRight;

        maxRight =
            Math.max(maxRight, current);
    }

    return arr;
}

✓ Pattern: Running suffix maximum
✓ Time: O(n)
✓ Extra Space: O(1)
✓ Next: Prefix / Suffix patterns

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Your Skill Profile
Arrays & Hashing 82%
Two Pointers 68%
Sliding Window 34%
Trees 21%
System Design 47%
RECOMMENDED NEXT
Sliding Window
Your recent attempts suggest that this pattern needs reinforcement before moving to harder string and array problems.
Mastery currently 34%
Multiple recent hints used
Last practiced 8 days ago
Medium-problem success is low

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SeniorDevLab's AI coach is designed to increase help gradually — giving you enough direction to continue thinking instead of turning practice into copying.

HINT 01
Are you repeatedly doing work that could be remembered?
HINT 02
Would processing the array from the opposite direction help?
HINT 03
Try maintaining the maximum value you've already seen.
HINT 04
Save the current value, replace it with maxRight, then update maxRight.
SOLUTION
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