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LeetCode Prep Insights

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

215 articles

Why Does My Code Work on Small Test Cases But Fail on Large Ones? (Time Complexity Explained)

Your solution passes the first 10 test cases instantly, then times out on test case 47/50. This isn't a bug—it's an algorithmic complexity problem. Learn how to diagnose and fix performance issues before they fail in interviews.

Time ComplexityPerformanceOptimizationLeetCodeBig OInterview Prep

Sarah Chen

18 min

11/24/2025

How to Know Which Data Structure to Use for a LeetCode Problem: A Decision Framework

You read the problem and immediately wonder: Array? Hash map? Stack? Heap? Learning the signals that point you to the right data structure transforms guesswork into systematic pattern recognition.

Data StructuresPattern RecognitionLeetCodeInterview PrepProblem SolvingDecision Framework

Marcus Liu

19 min

11/24/2025

How to Debug When My LeetCode Solution Fails on Hidden Test Cases

Your code passes all visible examples but fails submission. This is one of the most frustrating moments in interview prep—and also the most valuable learning opportunity. Here's a systematic approach to find and fix those invisible bugs.

DebuggingEdge CasesLeetCodeTesting StrategiesProblem SolvingInterview Skills

Jordan Lee

15 min

11/23/2025

What Should I Practice Before Attempting Dynamic Programming Problems?

Jumping into DP without the right foundation is why most people struggle. This guide reveals the exact prerequisite skills you need to master first—and how to know when you're actually ready for DP.

Dynamic ProgrammingPrerequisitesRecursionStudy RoadmapBeginner GuideLearning Path

Michael Torres

16 min

11/23/2025

Why Do I Keep Forgetting LeetCode Solutions After Solving Them? (And How to Actually Remember)

You solve a problem, understand it perfectly, then blank out a week later. This isn't a memory problem—it's a learning design problem. Discover the science behind why you forget and the exact techniques to make solutions stick.

Memory TechniquesStudy StrategiesLeetCodeRetentionActive RecallLearning Science

Sarah Chen

14 min

11/23/2025

Why Solving 500 LeetCode Problems Won't Get You Hired

Mindless grinding fails. Learn why 'deep solving' shorter lists beats hitting 500+ problems, and how to build a retention system that works.

Study StrategyLeetCodeProductivityCareer Advice

David Ng

8 min

11/23/2025

Stop Cheating with AI: The Senior Engineer's Guide to LeetCode

Using ChatGPT to solve Two Sum won't get you hired. Here is the exact strategy to use AI as a tutor, not a solution machine.

AI LearningLeetCodeInterview PrepStudy TipsProductivity

David Ng

12 min

11/22/2025

How to Create Algorithm Templates for LeetCode Without Memorizing Solutions

Stuck between memorizing LeetCode answers and actually understanding patterns? Learn how to build reusable algorithm templates that keep you calm and fast in coding interviews.

LeetCodePatternsAlgorithmsInterview PrepStudy Strategy

LeetCopilot Team

13 min

11/22/2025

What to Do When You Understand the Solution But Can't Code It Yourself

You watch the tutorial, nod along, get every concept—then open a blank editor and freeze. The gap between understanding an algorithm and implementing it is real. Here's how to bridge it, step by step.

ImplementationLearning StrategyCoding SkillsLeetCodeInterview PrepPseudocode

Dr. Elena Martinez

16 min

11/22/2025

How to Debug LeetCode Solutions When Test Cases Fail: A Systematic Approach

Your code passes half the test cases and fails the rest. You stare at the red X, unsure where to begin. Learn the step-by-step debugging framework that transforms failing test cases from frustrating mysteries into solvable puzzles.

DebuggingLeetCodeProblem SolvingTestingEdge CasesInterview Prep

Marcus Liu

17 min

11/21/2025