Conscience is All You Need ,A Framework for a Socially Conscious AI,Ambassador(Retd) T.O.Hyder

Equity has been my abiding passion throughout my diplomatic career — including equity between nations, within nations, human rights, and environmental rights. Debate on AI, including its possible positive and negative outcomes, revolves around ethical issues, while AI itself rests on a technical, mathematical, and neural framework. How to bridge the two? The rise of AI capabilities has been largely driven by Large Language Models, which in turn depend on the Transformer equation. Hence my concept in this paper is to introduce social conscience directly into that equation. I used Claude (Anthropic) in developing this framework.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-29
DOI
https://doi.org/10.5281/zenodo.20447208
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

Conscience is All You Need ,A Framework for a Socially Conscious AI,Ambassador(Retd) T.O.Hyder

Tariq Hyder
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Conscience is All You Need ,A Framework for a Socially Conscious AI,Ambassador(Retd) T.O.Hyder

Tariq Hyder
article en

Abstract

Equity has been my abiding passion throughout my diplomatic career — including equity between nations, within nations, human rights, and environmental rights. Debate on AI, including its possible positive and negative outcomes, revolves around ethical issues, while AI itself rests on a technical, mathematical, and neural framework. How to bridge the two? The rise of AI capabilities has been largely driven by Large Language Models, which in turn depend on the Transformer equation. Hence my concept in this paper is to introduce social conscience directly into that equation. I used Claude (Anthropic) in developing this framework.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 5%
Ethics and Social Impacts of AI
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Conscience is All You Need ,A Framework for a Socially Conscious AI,Ambassador(Retd) T.O.Hyder — Tariq Hyder · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS