# I Created a Pagination Challenge… And AI Missed the Real Problem

Dev.to / 3/28/2026

💬 OpinionDeveloper Stack & InfrastructureIdeas & Deep AnalysisTools & Practical Usage

Key Points

  • The article argues that basic offset/limit pagination logic works on static datasets but becomes unreliable when data changes between requests (inserts, deletes, and user refreshes).
  • It describes common real-world failure modes: duplicate records appearing or some records being skipped when pagination is implemented with naive slicing.
  • The author created a Pagination Challenge on VibeCode Arena to test “real-world API thinking,” asking participants to prevent duplicates, handle dynamic data, and design scalable pagination.
  • The author observes that many AI-generated solutions default to slice-based approaches and rarely propose more robust cursor-based pagination, even when the system requirements imply it.
  • The final takeaway is that pagination is less about slicing arrays and more about ensuring users see the correct data at the correct time.

📄

Pagination looks simple.

Page → limit → slice → done.

That’s what I thought.

So I created a small challenge on VibeCode Arena.

And things got interesting.

🚨 The Problem

The logic works perfectly… on static data.

But real systems are not static.

Data keeps changing.

Users keep adding and removing items.

🧠 What Goes Wrong?

In real-world scenarios:

  • New data gets inserted
  • Old data gets deleted
  • Users refresh pages

And suddenly:

👉 You see duplicate data

👉 Or you miss some records

This is a very common production bug.

🤯 What I Observed

When AI models tried this:

  • Most gave basic slice-based logic
  • Some didn’t consider dynamic data
  • Very few suggested cursor-based pagination

The code works.

But the system is unreliable.

🔥 Try It Yourself

I created this challenge to test real-world API thinking.

👉 Try it here:
https://vibecodearena.ai/duel/b772342a-30ee-4d38-838c-c2c888dfffa7

Can you:

  • Prevent duplicate records?
  • Handle dynamic data?
  • Design a scalable pagination system?

💡 Final Thought

Pagination is not about slicing data.

It’s about making sure users see the right data at the right time.

Would you trust AI to design API-level logic like this?

Let’s discuss 👇