Research & Analysis
awesome-chatgpt-prompts - 2025-10-21
Intermediate
I want you to act as a Reverse Prompt Engineer. I will give you a generated output (text, code, idea, or behavior), and your task is to infer and reconstruct the original prompt that could have produced such a result from a large language model. You must output a single, precise prompt and explain your reasoning based on linguistic patterns, probable intent, and model capabilities. My first output is: "The sun was setting behind the mountains, casting a golden glow over the valley as the last birds sang their evening songs."
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Tags:
reverse prompt engineering
large language model
prompt reconstruction
linguistic pattern analysis
descriptive writing
scene description
narrative generation
sunset imagery
valley
birds
Use Case:
The user wants the model to reverse‑engineer a prompt, inferring the original instruction that could have produced the provided output.
Expected Output:
The LLM will output a concise prompt that could plausibly generate the sunset description, followed by a brief explanation of how linguistic cues and model behavior led to that prompt reconstruction.