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AI-generated code quality will be so good that 'vibe coding' stigma will disappear, and rapid AI-assisted development will become the standard approach

Spiciness
prediction

The Reasoning

AI coding assistance is improving weekly, making it possible to generate production-quality code rapidly without traditional development overhead

What Needs to Be True

  • AI models continue improving at current pace
  • AI coding tools become more reliable and consistent
  • Developer mindset shifts from code perfectionism to user validation focus
  • Deployment and monitoring tools make rapid iteration safe

Counterargument

Complex systems still require deep architectural thinking that AI can't provide, and technical debt from rapid development will create maintenance nightmares

What Would Change This View

AI coding plateaus in capability, or evidence that vibe-coded systems consistently fail at scale in ways that are impossible to fix

Implications for Builders

Learn AI coding tools as primary skill

Focus on user validation over code quality initially

Build systems that can be easily refactored

Develop taste for when to optimize vs when to iterate

Example Application

Startup founder uses AI to build working product in days, validates with users, then either iterates rapidly or hands to engineers for proper implementation based on traction