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LeetCode Prep Insights

Practical guides, tips, and stories on coding interviews and smarter LeetCode practice with AI.

215 articles

Master Recursion and DP: A Visual Guide

Recursion is a stack; DP is a table. Stop guessing and use AI visuals to build rock-solid mental models for the hardest algorithm topics.

AlgorithmsDynamic ProgrammingVisualizationLearning Style

Alex Wang

10 min

10/30/2025

Stop Getting TLEs: The 10-Second Complexity Check Every Dev Needs

Constraints aren't just numbers—they are hints. Here is how to map `10^5` directly to the correct algorithm before you write a single line of code.

Time ComplexityLeetCodeInterview PrepAlgorithmsStudy Strategy

LeetCopilot Team

9 min

10/29/2025

Calculating Space Complexity of Recursive Algorithms: The Hidden Cost

You didn't create any arrays, so why is your space complexity O(N)? Learn how to calculate the hidden 'stack space' in recursion and avoid Memory Limit Exceeded errors.

Big OSpace ComplexityRecursionAlgorithmsInterview Theory

David Kim

10 min

10/29/2025

Should You Say 'Fuck LeetCode' and Quit—Or Learn to Beat the System?

You're at a crossroads. You can refuse to play the LeetCode game and target different companies, or you can swallow the bitter pill and grind. Here's a decision framework for when you're sick of it all.

LeetCodeRantCareer AdviceDecision MakingTech IndustrySalaryInterview Prep

Alex Chen

13 min

10/25/2025

30-Minute LeetCode Plan: Stay Interview-Ready Without Burnout

Only have 30 mins? Follow this focused schedule to stay sharp, avoid context switching, and use AI to maintain consistency without burnout.

LeetCodePractice PlanProductivityInterview Prep

LeetCopilot Team

12 min

10/24/2025

Binary Search Overflow: The Bug That Fails Hidden Tests

Mid-point overflow and off-by-one loops are the two fastest ways to fail hidden tests. Here's the safe formula.

Binary SearchAlgorithmsLeetCodeDebuggingInterview Prep

LeetCopilot Team

9 min

10/22/2025

Prefix Sum Off-By-One Errors: The Traps That Derail Your Count

You memorized the formula but indices, initialization, and negatives still trip you up. Here are the top traps and fixes.

Prefix SumArraysInterview PrepAlgorithmsStudy Tips

LeetCopilot Team

10 min

10/22/2025

Sliding Window Maximum: The Monotonic Queue Trick Explained

Beginners copy the snippet without understanding why elements are popped. Here's the labeled step-by-step breakdown.

Sliding WindowData StructuresInterview PrepArraysAlgorithms

LeetCopilot Team

10 min

10/21/2025

How to Use Invariants in LeetCode: A Practical Guide for Debugging and Proving Your Code

Invariants are the quiet backbone of many LeetCode solutions. Learn how to use them to reason about loops, debug logic bugs, and explain your algorithms like a senior engineer.

LeetCodeLoop InvariantsAlgorithmsDebuggingInterview Prep

LeetCopilot Team

12 min

10/20/2025

BFS vs DFS for Binary Trees: A Decision Guide

Interviewers want you to justify BFS vs DFS based on the goal, not habit. Here's a repeatable decision flow.

TreesBFSDFSInterview PrepAlgorithms

LeetCopilot Team

10 min

10/20/2025