Highlight the problem statement + Constraints block when stuck
Include the `Constraints:` lines—$N \le 15$ points to $O(2^N)$ bitmask/backtracking, while $N \le 10^5$ requires $O(N)$ or $O(N \log N)$.
Highlight problem constraints, tricky recurrence relations, or editorial solutions on LeetCode and NeetCode to get Socratic hints without spoiling the full code.
Instead of switching tabs and rebuilding context, highlight the exact passage that slowed you down and press your shortcut (default: Ctrl+Shift+X or Cmd+Shift+X on macOS, fully customizable in settings).
Constraints: 1 <= nums.length <= 10^5, -10^5 <= nums[i] <= 10^5. Editorial: While the current prefix sum is <= the prefix sum at the back of the deque, we pop from the back of the deque before pushing the current index i.
**Why `back` becomes strictly dominated once a smaller `prefix[i]` arrives later (`i > back`)**:
For any future right endpoint `r > i`:
1. **Larger Sum**: `prefix[r] - prefix[i] >= prefix[r] - prefix[back]` (makes it easier to reach `>= k`).
2. **Shorter Subarray**: Index `i` is *closer* to `r` (`r - i < r - back`).
Because `i` gives **both a larger sum and a shorter length** than `back`, `back` can never be the optimal start of a shortest valid subarray again—so we safely discard it!
Include the `Constraints:` lines—$N \le 15$ points to $O(2^N)$ bitmask/backtracking, while $N \le 10^5$ requires $O(N)$ or $O(N \log N)$.
Press your shortcut and use our Socratic Tutor preset so Vezz me asks you a guiding question about the invariant instead of dumping the solution.
When reviewing community solutions, highlight the specific DP transition or pointer invariant you don't understand and ask Vezz me why it holds.
Comparing Socratic hint coaching with auto-solver extensions.
| Approach | Strengths | Tradeoffs |
|---|---|---|
| Vezz me + Socratic Tutor Preset | Progressive hints without code spoilers + deep invariant explanations on editorials | Designed for active learning rather than copy-pasting answers |
| Dedicated 'LeetCode Auto-Solver' extensions | Generating full code solutions immediately | Spoils the problem immediately and injects overlays into the code editor |
| Reading raw community solution tabs | Seeing multiple language implementations | Shows *what* the code is, but rarely explains *why* the greedy/DP invariant is valid |
Use our Socratic Tutor preset (which strictly gives hints and guiding questions) or end your prompt with: 'Give me a 1-sentence conceptual hint only—do NOT write code.'
Yes! Highlight your own code in the editor or submission page, press your shortcut, and ask for the exact worst-case time and auxiliary space complexity.
Yes. It works on any algorithm platform in Chrome or Firefox.
Install Vezz me free, highlight text on any webpage, and press your customizable shortcut (default: Ctrl+Shift+X or Cmd+Shift+X on Mac) to get an answer right beside the source.