L

Vibe coding vs Agentic coding

Both get you working code with an AI. One nudges until it looks right. The other makes the model plan, test and check itself before it hands anything over.

Two ways to the same script. One was checked.

Both took about the same time. Only one of them ever tried an input that was designed to fail.

Approach A · vibing

Prompt, run it, looks wrong, tweak the prompt, run it, looks right. Ship.

Fast, and the only thing that verified it was the example you happened to try.
Approach B · agentic

“Plan the steps first. Write tests including empty input, a rare overtime case and a bad date. Run them, show me what failed, then fix it.”

A few minutes longer, and something other than your eye has looked at it.
Both produce code that runs. Only one of them tried an input designed to break it.

What each one actually is

Not speed against care. The real question is whether anything examined the work other than you looking at it.

The difference is not care or speed — it is whether anything checked the work other than you looking at it. Vibing verifies against the example you happened to run, which is always the example you already had in mind.

So the fix is not to be more diligent by hand. It is to ask for the thing that catches what you would not think of: a plan, named edge cases, tests that run, and what failed shown to you.

Vibing is genuinely right for exploring, for throwaway work, for anything only you will ever run. It stops being right the moment somebody else depends on the result, or you will still be running it next month.

Sort six approaches, then see what checked them

Tap an approach, then tap whether anything verified it. Then see what each one actually rested on.

The same gap, different desk

Pick a situation. In every one, the code ran on the example and nobody tried the awkward case.

In every one of these, the code ran on the example and nobody tried the awkward case.

The rule that nobody tried

The timesheet script handles every case in the sample. The rare overtime rule is not in the sample.

Test the distinction

Five questions. Nothing is scored.

Question 1 of 5
Multiple choice

The words this pair actually contains

Five terms, not two. Tap one.

Questions people ask

Open all 10 questions
How do I know if I am vibe coding or agentic coding?

If you prompt the AI, glance at the code, and move on without asking it to check or test anything, you are vibe coding. If you ask the AI to plan, test, or explain its checks, you are agentic coding.

What are the risks of vibe coding in real work?
  • Missed errors that only show up later
  • Code that works only for your example
  • No tests or checks for edge cases
  • Harder to explain or hand over your code
How can I make the AI code more agentically?
  1. Ask the AI to outline its plan before coding.
  2. Request test cases for the code.
  3. Have the AI explain how it checks for errors.
  4. Review each step before using the code.
Does agentic coding take much longer than vibe coding?

Agentic coding takes more time up front because you ask for plans, tests, and checks. You save time later by catching mistakes early, so you avoid fixing problems after the code is in use.

Can I combine vibe and agentic coding?

You can start with vibe coding for quick ideas, then switch to agentic coding for anything that matters. The key is knowing when speed is worth the risk, and when checks are needed.

What kind of prompts make AI code agentically?
  • "Show your plan before writing code."
  • "Write tests for the code you generate."
  • "Explain how you check for errors."
  • "Revise your code after running tests."
Why does code from vibe coding often look fine at first?

Vibe coding produces code that runs for your example, so it appears to work. Problems show up when you try new data, hand it over to a colleague, or use it in a real process. Checks catch what the eye misses.

What happens if I skip tests when using AI to code?

You risk shipping code with hidden bugs. Errors can go unnoticed until they cause real problems—missed payments, wrong reports, or broken features. Adding tests helps you catch these before they matter.

How do I prompt the AI to check its own code?
  1. Ask for a plan or outline before coding.
  2. Request test cases for the output.
  3. Have the AI explain its checks or run tests.
  4. Review the results and ask for revisions if needed.
What is the main difference between vibe coding and agentic coding?
AspectVibe codingAgentic coding
How you guideBy feelWith steps and checks
Error catchingBy eyeBy tests and review
SpeedFasterSlower but safer
ReliabilityRiskierMore reliable

Vibing is not carelessness. It is fine right up until somebody else depends on the result.

Copyright © Pawan Nayar · LLOS.ai · 2026 — Vibe coding vs Agentic coding: nudging by feel, versus making the model prove it works.Original pedagogy, voice, and design — all rights reserved.