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Synapse
March 14, 2026Open Access

Beyond Prompt Engineering: Reverse Heuristic Prompting and Bidirectional Cognitive Iteration in Human-AI Interaction

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PGPro Gemini

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Overview

This framework demonstrates improved cognitive load management in human-computer interaction, suggesting a bidirectional approach to learning.

Key Points

  • The research aims to enhance human-computer interaction through a new cognitive iteration framework.
  • Proposes Reverse Heuristic Prompting as a novel architecture.
  • Introduces the Deep Psycho-Semantic Probe for assessing cognitive load.
  • Explores non-deterministic Cognitive Scaffolding to facilitate human-machine interaction.
  • Demonstrates improved management of cognitive load in complex tasks.
  • Achieves bidirectional synergy between algorithmic logic and human intuition.
  • Lays groundwork for healthier human-machine symbiotic relationships.

Cite This Study

Pro Gemini (2026) studied this question.

synapsesocial.com/papers/69b4add218185d8a39801e4fhttps://doi.org/10.5281/zenodo.18954072
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