Meta-Reverse Thinking and Its Application to Artificial Intelligence and Prompt Engineering

This paper introduces the concept of Meta-Reverse Thinking (MRT) and its application in AI Prompt Engineering, proposing a structured framework called Meta-Reverse Prompt Engineering. The study explains the four-step process — Push to Edge, Reverse Assumption, Reconstruct Structure, and Meta-Reflection — and demonstrates how this model enhances robustness, creativity, and boundary testing in AI-human interaction. Practical examples are provided in the domains of strategic decision-making, innovation, and complex system analysis. The work also highlights limitations, risks, and future research directions, bridging psychology, systems thinking, and artificial intelligence.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-27
DOI
https://doi.org/10.5281/zenodo.16957445
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

Meta-Reverse Thinking and Its Application to Artificial Intelligence and Prompt Engineering

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Meta-Reverse Thinking and Its Application to Artificial Intelligence and Prompt Engineering

article en

Abstract

This paper introduces the concept of Meta-Reverse Thinking (MRT) and its application in AI Prompt Engineering, proposing a structured framework called Meta-Reverse Prompt Engineering. The study explains the four-step process — Push to Edge, Reverse Assumption, Reconstruct Structure, and Meta-Reflection — and demonstrates how this model enhances robustness, creativity, and boundary testing in AI-human interaction. Practical examples are provided in the domains of strategic decision-making, innovation, and complex system analysis. The work also highlights limitations, risks, and future research directions, bridging psychology, systems thinking, and artificial intelligence.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 61%
Geochemistry and Geologic Mapping
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Meta-Reverse Thinking and Its Application to Artificial Intelligence and Prompt Engineering · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS