Vibe coding can't dance, a new spec routine emerges

"Vibe coding makes use of high-level prompts to drive AI agents that codify a user's creative intent and build some or all of the required codebase, or a smaller component part of an application or data service. But musical trends change, so is vibe coding always able to keep step?"

"The model then scaffolds a user interface (UI) and fabricates a /stats endpoint to populate the UI and assumes authentication is already handled with an auto-renewing session. But the problem is, none of those contracts actually exist in the developer's system. Meaning when they come to merge the outputs, they quickly end up looking clumsy on the dancefloor as the vibe gets less funky."

"Vague prompts end up increasing hallucinations and the model starts to create busy-work for itself. Eventually, you've got a repository of slop."

Vibe coding represents a declarative approach to software development where developers use high-level prompts to direct AI agents in building applications or components, contrasting with traditional imperative coding. While initially appearing efficient, this method encounters significant challenges when prompts lack specificity. AI models generate scaffolded UI structures and API endpoints that assume non-existent system contracts, such as authentication mechanisms or data services. When developers attempt to integrate these generated outputs, incompatibilities emerge rapidly. Vague prompts compound ambiguity, causing models to hallucinate features and create unnecessary code, ultimately resulting in repositories filled with unusable or poorly integrated components that undermine the initial efficiency gains.

Read at Techzine Global