10 Prompt Patterns That I Actually Use in Production

10 Prompt Patterns That Senior Engineers Actually Use in Production The Problem (And Why Current Solutions Fall Short) The core problem we consistently observe in production AI deployments is the unpredictable and often suboptimal output from large language models (LLMs), despite significant effort in prompt engineering. Engineers spend countless hours crafting prompts, only to find that the model's interpretation varies wildly depending on subtle phrasing, the specific task, or even the underlying model version.