GitHub's alt-text scanner starts from a hard boundary: presence can be proven, quality is contextual. WebAIM found 16.2% of images on the top million home pages missing alt text and another 10.8% using vague, filename-like, or duplicated text. GitHub therefore runs five deterministic rules by default and keeps a vision-model judgment opt-in, supplied with layout and up to 600 characters of surrounding context.
Axe-core 4.13.0 now recognizes ElementInternals semantics for the rules most likely to create false positives in custom elements. That gives cross-framework component libraries a testable accessibility layer inside the element rather than requiring every React, Vue, or Angular consumer to bolt ARIA on afterward. Access to ElementInternals must still be enabled explicitly, and automated results remain only one layer of validation.
Allegro extends the consumer model again by treating language models as first-class users of its design system. Canonical names, constraints, accessibility rules, and internal tools make probabilistic generation more predictable than ad-hoc prompts. The organizational risk is a fast one-person delivery silo, so shared review and product strategy remain part of the system.
The selected videos show the same contracts at generation time. Designers get higher-fidelity prototypes when agents operate inside the real component system; strong Fable and Claude results begin with a researched brief and structured asset folder; and polished AI-built interfaces keep decisions in a durable spec before restyling. A model-ready design system is therefore context infrastructure, not merely a component gallery.