Reasoning models – models such as Deepseek Reasoner, Gemini Flash Thinking, and OpenAI o1/o3 are AI models that perform behind-the-scenes prompt engineering of their own such as chain of thought (“think this through step by step”), reflection (“take a step back”) and reward functions (checklists, scorecards) on their own. They require a different prompting structure to be effective. Instead of spelling out instructions, we have to provide a starting point, an ending point, and contextual guidance. We do this with the PRISM AI Prompt Framework.

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