prompting

AWS published a technical guide for prompting Amazon Nova 2 Lite for content moderation without fine-tuning. The approach uses the MLCommons AILuminate Assessment Standard's 12-category hazard taxonomy and includes XML/JSON structured prompts and few-shot learning examples for high-throughput moderation pipelines.

OpenAI has published a prompting playbook for frontend designers using GPT-5.4 to generate websites and UI designs. The guide establishes hard rules for composition, branding, typography, and layout to prevent generic outputs. Key recommendations include one-composition viewports, expressive typography, full-bleed heroes, and lower reasoning levels for faster, more focused results.