Reducing the sloppiness of AI-generated front-end code

Category: Engineering post
Status: discussion
Sources: HN discussion
Summary: A practitioner post describes concrete steps to reduce low-quality output from AI front-end generation, covering design constraints, component reuse, and review checkpoints. HN discussion debated how much of the improvement comes from prompting versus tighter design systems and linting.
Why it matters: Teams adopting AI front-end generation need repeatable guardrails to keep generated UI maintainable.