What is Vibe Coding
February 3, 2026
Updated February 15, 2026
4 min read
Chris Johnston

Agile Backwards: Why Users Should Build First

Traditional agile overlooks users until it's too late. In the AI era, users can build what they need themselves, flipping the development process on its head.
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Neo-print typographic poster: THE PLAYBOOK IS BACKWARDS with the word BACKWARDS printed upside down, goose character Greta with clipboard, ochre and black on white

The playbook is backwards. Time to flip it.

Quick Answer

Traditional agile keeps users too far from the building process. Agile backwards flips it: users build first with AI tools, test, iterate, then bring in professional developers to scale. The cost of being wrong drops to nearly zero — a wrong assumption costs an afternoon instead of months of team time.

I spent years running agile teams at a development agency. Eight teams. Venture-backed clients. Pre-exit companies. I know the playbook inside and out.

And I'm here to tell you: the playbook is backwards.

What's Wrong with Traditional Agile?

In a standard agile workflow, you start with stakeholders defining requirements. Product managers translate those into user stories. Designers create mockups. Engineers build. QA tests. And somewhere at the end, an actual user touches the product for the first time.

By then, months have passed. Hundreds of thousands of dollars have been spent. And the user says: "This isn't what I wanted."

The feedback loop is too long. The user is too far from the process. And the cost of being wrong is astronomical.

Flip It

Here's the theory behind agile backwards: in the AI era, users can leverage tools to build what they need themselves.

Instead of waiting 18 months for a development team to interpret your vision through five layers of telephone, you describe what you want to an AI — using vibe coding — and get a working prototype in hours.

The user goes first. They build. They test. They iterate. And when they need professional help to scale, they bring in a developer who already has a working reference point -- not a spec document.

Neo-print editorial illustration: two paths from lightbulb to app icon, the top path long and winding with many checkpoints representing 18 months, the bottom path a single direct arrow representing a weekend build

Two paths to the same destination. One takes 18 months. The other takes a weekend.

Practical Tip

Before hiring a developer, try building a rough version yourself with AI tools. Even a basic prototype will communicate your vision more clearly than any requirements document. It becomes the starting point, not the endpoint.

Why This Works

Because the cost of being wrong dropped to near zero.

In the old model, a wrong assumption costs weeks of team time and tens of thousands of dollars. In agile backwards, a wrong assumption costs you an afternoon. You try something, it doesn't work, you describe a different approach, and the AI builds that instead.

The iteration cycle went from weeks to minutes.

Neo-print editorial illustration: large receipt with old high prices crossed out and new near-zero prices beside them, goose character Greta pointing at the tiny total

Old costs crossed out. New cost: nearly nothing.

Real Example

During a Vibe Jam session, a participant came in with an idea for a personal shopping and gifting tool. In the old world, that's a $500K seed round minimum -- mobile app, backend, payment integration, the works.

Instead, we mapped out a React Native MVP — using a PRD generated by AI — with an AI model for image recognition, an SQLite database, and voice-activated management. The whole technical plan took 20 minutes to outline. Building the first version? A weekend.

The user builds first. The professional polish comes later. And the old funding models need to catch up with this reality.

Neo-print typographic poster: BUILD WRONG BUILD FAST BUILD AGAIN in chunky tumbling wooden type blocks with wood shavings scattered around

Build wrong. Build fast. Build again.

What if I build something wrong with AI?
That's the point. Building the wrong thing fast and cheap is infinitely better than building the wrong thing slowly and expensively. Every 'wrong' build teaches you what right looks like. The iteration cost with AI is nearly zero, so fail fast and adjust.
Chris Johnston

Chris Johnston

Chris Johnston is the founder of PostScarcity AI and The Vibe Jam. Former development agency leader who managed 8 agile teams for venture-backed clients. Now teaching non-technical people to build with AI through vibe coding — weekly online sessions, monthly IRL hack nights in Delray Beach, FL, and a crew that ships.

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