CONCEPT
Articulacy as Inequality Axis
The shift in the relevant skill from <em>coding to describing</em> — when AI handles implementation, the capacity to articulate needs with precision becomes the decisive variable, creating new exclusions correlated with education and cultural capital beneath the surface democratization of software production.
Individual direct production democratizes software creation by eliminating the need for programming skills, but it does not eliminate skill requirements entirely. The new relevant skill is articulacy: the capacity to describe what one wants in language precise, structured, and detailed enough for an AI system to implement it correctly. The Bristol teacher succeeded because she could articulate her pedagogical vision — which variables to visualize, how students should interact with the tool, what the workflow should accomplish. A teacher with less clarity or less facility in structured description would have produced a less useful tool or no tool at all. This creates an inequality axis that Benkler's framework can identify: the divide between high-elaboration and low-elaboration communicators, which sociolinguistic research shows correlates with education, class, and cultural capital.
In The You On AI Field Guide
The democratization narrative surrounding AI tools emphasizes that 'anyone can build software now,' treating the language interface as
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