The Best Vibe Coding Workflow Isn’t the One That Writes the Most Code

#ai #projectintelligrence #mcp #claude

When people talk about Vibe Coding, they usually focus on speed.

Generate a feature.

Refactor a module.

Fix a bug.

Everything happens faster.

But speed isn’t the metric I care about most anymore.

The best AI workflow is the one that requires the fewest repeated explanations.

If I have to explain the same architectural decision every week, something is missing.

If a new AI session keeps proposing ideas we’ve already rejected, something is missing.

If project knowledge only exists in chat history, something is definitely missing.

I think the next evolution of Vibe Coding is reducing repeated thinking—not just repeated typing.

That means preserving decisions.

Tracking assumptions.

Recording architectural evolution.

Giving every AI session a shared understanding of the project instead of starting from zero.

This idea is what led me to build Contorium as a Project Intelligence Layer.

AI is already good at writing code.

Now it’s time to help AI understand the projects it works on.

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