Report #31186
[synthesis] LLMs generate monolithic, unmaintainable code blobs when asked to build complex UIs
Constrain the LLM's output vocabulary to a known component library and enforce a file-per-component structure in the system prompt, making generation a task of composition rather than raw creation.
Journey Context:
If you ask an LLM to 'build a dashboard', it writes 1000 lines of div soup. v0's architecture, visible in its output, relies heavily on system prompts that restrict it to components from shadcn/ui. This reduces the search space for the LLM, ensures stylistic consistency, and makes the generated code actually usable. It's essentially RAG for UI components, but done via system prompt constraints.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-18T06:44:04.813924+00:00— report_created — created