DaTaobao Tech

Jan 7, 2026 · Artificial Intelligence

5 Design Patterns to Control LLM Output in Generative AI Applications

The article presents five design patterns—Logits Masking, Grammar, Style Transfer, Reverse Neutralization, and Content Optimization—for steering the output of generative AI models, compares their suitable scenarios, advantages, drawbacks, and anti‑patterns, and provides concrete implementation steps, code snippets, and flowcharts to help developers reliably enforce style, format, and compliance constraints.