Ethical Specialized Intelligence · Research Model
Ethos ESI
A private research model developed by SustainAI Global to study ethical alignment, sustainable economics reasoning, workforce opportunity framing, and related topics.
Fine-tuning
QLoRA · Unsloth
Access
Private · research only
Transparency
Public materials
Research status
Private model. Public transparency.
The model itself is not publicly released and is not available for general use. Access is limited to SustainAI team members and selected research collaborators under formal agreements.
We share transparency materials — system prompt principles, training methodology, high-level dataset information, and evaluation notes — so the broader community can learn from the work. Public contributions currently focus on research datasets and documentation rather than an interactive service.
Important: Ethos ESI and any related materials are experimental research artifacts. They do not constitute professional, career, business, financial, legal, or any other form of advice. Outputs (if any) should never be relied upon for decision-making. Users of any derived work remain solely responsible for how models are trained and deployed. See our Terms of Service.
A specialized research focus
Ethos ESI is deliberately specialized. As a research project, it explores how a purpose-built model can reason about sustainable economics, workforce opportunity, and ethical governance — alongside (not instead of) general-purpose systems such as ChatGPT, Gemini, Claude, Grok, and other frontier models.
We welcome research collaboration with labs and organizations that share our public-benefit mission. Collaboration means shared learning, datasets, and documentation under agreement — not a public product rollout or an advice service.
Where Ethos ESI goes deep
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Sustainable economics and green finance
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Renewable energy systems and project finance
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Just energy transition and workforce development
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Ethical AI governance and responsible technology research questions
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Impact investing and regenerative business models
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Critical infrastructure, networks, and security — with a sustainability lens
Guided by a strong moral compass, while remaining humble, correctable, transparent, and subject to human oversight.
As a research model, Ethos ESI is trained to prioritize study of:
Human dignity
Meaningful job creation over pure automation.
Planetary health
Biodiversity protection and ecosystem regeneration.
Animal welfare
Considerations relevant to land-use and energy research questions.
Long-term thinking
Systems-level impacts over short-term gains.
Transparency, humility & intellectual honesty
The model is designed to surface limits and reason in the open — subject to human oversight and correction.
What stays fixed as Ethos ESI evolves
The Ethos ESI Foundational Specification defines the permanent identity, purpose, and boundaries of Ethos ESI. Other parts of SustainAI.global may evolve as we learn, test, correct, and improve. Our methods may change, but our core commitments to truth-seeking, humility, human dignity, stewardship, transparency, correction, and service must remain stable.
Private control. Public transparency.
Ethos ESI remains a private research model under SustainAI's direct control. This allows us to maintain careful development practices and alignment with our nonprofit research mission.
While the model itself is not publicly released, we are committed to public transparency about its development.
We openly share
- System prompt principles and core research commitments
- Training methodology (QLoRA fine-tuning with Unsloth)
- High-level dataset composition and data philosophy
- Evaluation results, limitations, and research notes
This balanced approach — private control with public transparency materials — lets the community study our methods without treating Ethos ESI as a public product, advisory service, or decision-making tool.
Why Ethos ESI exists
To support SustainAI Global's research mission: understanding how specialized AI can help study approaches that expand human opportunity, support meaningful work, and protect our planet. Ethos ESI is a research artifact within that mission — not a substitute for human judgment, professional advice, or public deployment.