Creating 'Full-Stack' Hybrid Reasoning Systems that Prioritize and Enhance Human Intelligence

The idea of augmented or hybrid intelligence offers a compelling vision for combining human and AI capabilities, especially in tasks where human wisdom, expertise, or common sense are essential. Unfortunately, human reasoning can be flawed and shortsighted, resulting in adverse individual impacts or even long-term societal consequences. While strong efforts are being made to develop and optimize the AI aspect of hybrid reasoning, the real urgency lies in fostering wiser and more intelligent human participation. Tools that enhance critical thinking, ingenuity, expertise, and even wisdom could be essential in addressing the challenges of our emerging future. This paper proposes the development of generative AI-based tools that enhance both the human ability to reflect upon a problem as well as the ability to explore the technical aspects of it. A high-level model is also described for integrating AI and human capabilities in a way that centralizes human participation and control.

Publication Details

Journal
ArXiv.org
Published
2025-04-18
Primary Topic
Alexander von Humboldt Studies
Type
article
Field-Weighted Citation Impact
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article

Creating 'Full-Stack' Hybrid Reasoning Systems that Prioritize and Enhance Human Intelligence

ArXiv.org
Alexander von Humboldt Studies
article

Creating 'Full-Stack' Hybrid Reasoning Systems that Prioritize and Enhance Human Intelligence

article en

Abstract

The idea of augmented or hybrid intelligence offers a compelling vision for combining human and AI capabilities, especially in tasks where human wisdom, expertise, or common sense are essential. Unfortunately, human reasoning can be flawed and shortsighted, resulting in adverse individual impacts or even long-term societal consequences. While strong efforts are being made to develop and optimize the AI aspect of hybrid reasoning, the real urgency lies in fostering wiser and more intelligent human participation. Tools that enhance critical thinking, ingenuity, expertise, and even wisdom could be essential in addressing the challenges of our emerging future. This paper proposes the development of generative AI-based tools that enhance both the human ability to reflect upon a problem as well as the ability to explore the technical aspects of it. A high-level model is also described for integrating AI and human capabilities in a way that centralizes human participation and control.

ArXiv.org
Openalex Percentile: Top 49%
Alexander von Humboldt Studies
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Creating 'Full-Stack' Hybrid Reasoning Systems that Prioritize and Enhance Human Intelligence · ArXiv.org (2025) | TGRS Research Map | TGRS