Essays 2 min read

AI-Assisted Development Is Not Vibe Coding

"Vibe coding" means throwing prompts at a model and hoping it works. That is not what AI-assisted development is. The difference matters, and it is the difference between amateur hour and professional craft.

AI-Assisted Development Is Not Vibe Coding

[STUB — full essay to be written]


The Distinction

"Vibe coding" has entered the discourse as a term for letting an AI model generate code while the human mostly approves it. Type a prompt, accept the suggestion, ship it. The vibe is right, so the code must be too.

AI-assisted development is something different. It is deliberate. It involves:

  • A human who understands what they are asking for and why
  • A clear mental model of the system being built
  • Critical evaluation of every generated output
  • The ability to catch, diagnose, and correct errors the model makes
  • Iterative refinement based on actual understanding

The vibe coder cannot do these things, because they do not have the underlying model. When something breaks, they have no theory about why.


What Agent Mode Actually Requires

[Expand here: the attention required, the mental model necessary, the craft of prompt writing, the difference between trusting and verifying]


Why It Matters

[Expand here: security, maintainability, professional accountability, what happens when vibes meet production]


The Professional Standard

[Expand here: AI-assisted development as a discipline with norms, not a shortcut around norms]


Last Updated: 2026-05-08