Iterative Prompting for Deep Collaboration with LLMs: A Framework and Examples

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PromptEngineering

The conventional wisdom around using LLMs like GPT, Claude, Grok, Perplexity and Local Models focuses on crafting the "perfect" initial prompt. While prompt design is crucial, I've been seeing far more significant gains by shifting focus to an iterative prompting "framework" designed for deep collaboration. The core idea is moving away from a one-off query and toward a structured conversation, leveraging techniques to force the LLM beyond its default "helpful assistant" persona and into a more c