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Coding Interview Prep · Lesson

Debug Fast: Stress Tests & Triage

A WA-to-AC routine under the clock.

Debug Fast: Stress Tests & Triage is a free Coding Interview Prep lesson on CoddyKit — lesson 4 of 4. You can read the complete lesson below for free — then practise it hands-on in the browser with a built-in code editor and a 24/7 AI tutor. It is part of the Coding Interview Prep learning path, one of 4 lessons in the course, and your progress syncs across the web and the CoddyKit app.

The Clock Is Ticking

In a contest a wrong answer is a puzzle you must solve fast. A calm routine beats panicked guessing every single time. ⏱️

Read the Verdict First

Let the verdict guide you. WA means wrong logic, TLE means too slow, and RE points at a crash like an index error.

Triage TLE

For a TLE, recheck your complexity against the constraints. A hidden nested loop or slow input is usually the culprit.

Triage RE

A runtime error often means an out-of-range index, division by zero, or deep recursion. Reproduce it on a small input.

Triage WA

For a wrong answer, suspect edge cases first: empty input, N equal to 1, all-equal values, or the maximum bounds.

Write a Brute Force

Code a tiny, obviously correct brute force. It is too slow for the real limits but perfect as a source of truth.

Generate Random Tests

Write a small generator that prints random inputs within tiny bounds. Small cases expose bugs without overwhelming you.

import random
n = random.randint(1, 6)
print(n)
print(*[random.randint(1, 9) for _ in range(n)])

Stress Test the Two

Run your solution and the brute force on the same random inputs and compare. The first mismatch is a shrunken failing case.

for _ in range(1000):
    inp = gen()
    if solve(inp) != brute(inp):
        print("FAIL", inp); break

Shrink the Counterexample

Once you have a failing case, make it as small as possible. A two-element bug is far easier to read than a hundred.

Print and Inspect State

Drop quick prints to stderr so they do not pollute your output. Watch your variables on the tiny failing case.

import sys
print("dp =", dp, file=sys.stderr)

Know When to Move On

If a problem stalls you, switch to another and return later. Fresh eyes and saved time score more points overall.

Quick Check

You keep getting WA on a problem and cannot see why. What is the most reliable next step?

Recap

Read the verdict, triage by type, then stress test against a brute force to catch a small failing case. Stay calm and triage smart. 🧰

Frequently asked questions

Is the “Debug Fast: Stress Tests & Triage” lesson free?

Yes — the full text of “Debug Fast: Stress Tests & Triage” is free to read here on the web, and the Coding Interview Prep course includes 4 lessons in total. To practise it interactively (a built-in code editor and a 24/7 AI tutor) and unlock the rest of the Coding Interview Prep course, upgrade to CoddyKit PRO.

What will I learn in “Debug Fast: Stress Tests & Triage”?

A WA-to-AC routine under the clock. You practise Coding Interview Prep with hands-on code you run directly in the browser, and a 24/7 AI tutor answers your questions as you work through the lesson.

Do I need any experience to start Coding Interview Prep?

No prior experience is required. Coding Interview Prep on CoddyKit is structured for beginners through advanced learners; this is — lesson 4 of 4, so you can start here or from the beginning and move at your own pace.

How long does the “Debug Fast: Stress Tests & Triage” lesson take?

Most CoddyKit lessons take about 5–10 minutes. Each one is bite-sized and interactive, so you make steady progress and pick up exactly where you left off across the web and the app.

Can I write and run code in this Coding Interview Prep lesson?

Yes. Every Coding Interview Prep lesson includes a built-in code editor, so you write and run real code right in your browser and get instant AI feedback — no local setup required.

All lessons in this course

  1. Winning & Losing States in Games
  2. Nim and the Grundy Number
  3. Meet in the Middle
  4. Debug Fast: Stress Tests & Triage
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