How to Cite and Reuse This Work
Stewardship, Provenance, and Ethical Reuse
Purpose of This Page
This page provides guidance for citing, reusing, and extending the Humanity++ / Transformative Kindness GPT materials in ways that preserve authorship clarity, ethical intent, and educational integrity.
The goal is not restriction, but responsible stewardship in AI-mediated knowledge production.
Recommended Citation
When citing this work in academic, educational, or professional contexts, please use the following format (adapt as needed for your citation style):
Doore, K. Humanity++: Vital Intelligence Model and Transformative Kindness GPT. GitBook. Licensed under CC BY-NC-SA 4.0.
Where possible, include:
a direct link to the GitBook
the specific section or page referenced
the version date (GitBook history provides this)
Meaningful Human Control and Authorship
This work is developed under the principle of Meaningful Human Control.
AI systems may be used in the creation, refinement, or extension of this material, but:
conceptual intent
interpretive judgment
ethical framing
remain human responsibilities.
When reusing or extending this work, contributors are encouraged to:
document how AI tools were used
describe where human judgment intervened
reflect on limitations or uncertainties introduced
This transparency supports shared learning rather than authority claims.
Creative Commons License (CC BY-NC-SA 4.0)
This work is licensed under the Creative Commons Attribution–NonCommercial–ShareAlike 4.0 International License.
This means you may:
Share — copy and redistribute the material in any medium or format
Adapt — remix, transform, and build upon the material
Under the following conditions:
Attribution (BY) — credit the original source
NonCommercial (NC) — do not use for commercial purposes without permission
ShareAlike (SA) — distribute derivative works under the same license
This licensing choice is intended to:
prevent extractive appropriation
support open educational use
maintain continuity of ethical intent
Appropriate and Inappropriate Uses
Appropriate Uses
curriculum design
studio-based learning
research and theory development
AI literacy programs
institutional reflection and reform discussions
Inappropriate Uses
commercial exploitation without consent
persuasive or manipulative social engineering
removal of attribution
use in systems that displace human discernment
These boundaries are aligned with the Kindness Attractor and TAI-KPI principles.
Responsibility of Reusers
Reuse implies interpretive responsibility.
Those who adapt or apply this work are responsible for:
contextual appropriateness
potential harms or misreadings
maintaining clarity about AI’s non-agency
This work does not confer authority; it invites care.
Closing Note
The value of this work lies not in ownership, but in how it is carried forward.
Careful citation, transparent reuse, and reflective adaptation help ensure that Transformative Kindness remains a resource for learning rather than a tool for capture.
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