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Is “AI Vibe Coding” Harming Prototyping in Real Companies?

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Is Prototyping Really “Solved”? A Deep Dive into Current Challenges

Despite the buzz around AI tools like Cursor and Claude, many organizations—particularly in healthcare and regulated industries—face a convergence of challenges when it comes to prototyping. The creativity is abundant, but the execution is where it falters.

Key Bottlenecks:

  • Internal IT teams are too focused on maintenance tasks.
  • Engineers are overloaded with existing projects.
  • AI tools still require context, ownership, and time to generate usable outputs.
  • Agency and freelancer resources are often slow for rapid prototyping needs.

My perspective? The prototyping issue hasn’t vanished; it’s merely shifted to those least equipped to tackle it.

Let’s Discuss:

  • Are you prototyping continuously or mainly one-off projects?
  • Have AI solutions replaced your need for external assistance?
  • If you could produce realistic prototypes in days, how often would you utilize that capability?

I’d love to hear your thoughts! Share your experiences and let’s explore these insights together. 🌟

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