AI Governance & Educational Use Policy

Last updated: July 27, 2026
1. Purpose of This Policy

Seshat AI is designed to help educators use artificial intelligence to develop critical thinking, structured reasoning, and intellectual exploration.

This policy explains Seshat AI's approach to:

  • Responsible educational AI use

  • Human oversight

  • Transparency

  • Educational integrity

  • Student protection

  • AI-assisted teaching practices

  • Continuous improvement of AI capabilities

Seshat AI is designed to strengthen human thinking, not replace teachers or student reasoning.

2. Educational Mission

Seshat AI is built around a Socratic educational approach.

The Platform helps educators create learning experiences where students can:

  • Explore competing perspectives

  • Identify assumptions

  • Examine tensions between ideas

  • Develop arguments and counterarguments

  • Practice structured reasoning

  • Engage with complex questions

Seshat AI is designed to support:

  • Critical-thinking classes

  • Philosophy and humanities education

  • Social sciences discussions

  • Debate and argumentation exercises

  • Cross-disciplinary reasoning activities

The purpose of Seshat AI is not to provide students with faster answers, but to help educators create deeper thinking experiences.

3. Human-Centered Educational Model

Seshat AI follows a teacher-mediated educational model.

Educators remain responsible for:

  • Selecting educational objectives

  • Designing classroom activities

  • Reviewing AI-generated materials

  • Deciding what content is appropriate for students

  • Evaluating student work

  • Providing final feedback and grades

Seshat AI does not:

  • Communicate directly with students

  • Create autonomous student profiles

  • Monitor student emotions or attention

  • Make independent academic decisions

  • Assign official grades autonomously

Seshat AI does not autonomously assign grades or make final academic decisions. Any assessment-related output is intended as draft assistance for educator review.

Teachers retain full responsibility for academic judgment.

4. Socratic Reasoning Instead of Answer Replacement

Many AI systems are designed primarily to provide direct answers.

Seshat AI follows a different educational approach.

The Platform is designed to help educators generate:

  • Open-ended questions

  • Alternative viewpoints

  • Counterarguments

  • Conceptual tensions

  • Reflection pathways

  • Discussion structures

The objective is to encourage students to develop independent reasoning rather than simply receive AI-generated conclusions.

5. Human Knowledge Foundation

Seshat AI is grounded in human-created educational resources, including the Thot Cursus corpus.

The Platform combines:

  • Human-written essays

  • Editorial frameworks

  • Structured reasoning approaches

  • Teacher expertise

  • Artificial intelligence capabilities

Seshat AI is designed to connect AI assistance with curated intellectual resources rather than relying exclusively on unrestricted AI generation.

The Thot Cursus corpus represents a long-term human editorial and intellectual foundation designed to support exploration of complex questions through multiple perspectives.

6. Transparency and Explainability

Seshat AI seeks to make AI-assisted educational processes understandable.

Where applicable, Seshat AI may provide:

  • References to educational sources

  • Connections to relevant Thot Cursus materials

  • Reasoning pathways

  • Supporting concepts

  • Discussion structures

  • Alternative perspectives

Educators should be able to understand and evaluate AI-generated suggestions before using them in educational settings.

7. Responsible Use of Educational Data

Seshat AI follows principles of:

  • Data minimization

  • Teacher control

  • Purpose limitation

  • Responsible AI development

The Platform:

  • Does not provide student accounts

  • Does not create student behavioral profiles

  • Does not monitor emotions, attention, or engagement

  • Does not use biometric or surveillance technologies

Seshat AI is designed for curriculum-based reasoning activities and not for collecting unnecessary personal information.

Educators should avoid submitting information unrelated to the educational purpose.

For detailed information regarding data processing, retention, and privacy rights, users should consult the Seshat AI Privacy Policy.

8. AI Development and Continuous Improvement

Seshat AI is continuously improved to enhance educational reasoning capabilities, reliability, and safety.

Seshat AI follows these principles:

Protection of Identifiable Information

Identifiable student information is not used to train general-purpose AI models.

Responsible Use of Non-Identifiable Information

Where permitted by applicable law and consistent with applicable agreements, Seshat AI may use:

  • Anonymized educational content

  • Aggregated information

  • Synthetic data

  • Licensed or authorized datasets

for purposes including:

  • AI evaluation

  • Safety improvement

  • Educational quality improvement

  • Research and development

  • Future Seshat AI capability enhancement and fine-tuning

Seshat AI aims to ensure that information used for these purposes cannot reasonably be linked back to an individual student or educator.

9. Third-Party AI Systems

Seshat AI may use third-party AI infrastructure providers to provide certain functionality.

The current AI provider used by Seshat AI is OpenAI.

Under OpenAI's applicable business and API terms, customer content submitted through the services used by Seshat AI is not used by OpenAI to train its models by default.

Seshat AI seeks to ensure that third-party AI services are used according to appropriate contractual protections and responsible AI practices.

If Seshat AI changes AI providers or materially changes its data-processing practices, users will be informed through updated policies, agreements, or other appropriate communications.

10. Fairness, Balance, and Diversity of Perspectives

Seshat AI recognizes that AI systems may contain limitations, biases, or incomplete perspectives.

Because Seshat AI is designed to support critical thinking, the Platform seeks to encourage exploration of multiple viewpoints rather than promote a single conclusion.

Seshat AI periodically reviews educational outputs and reasoning frameworks to improve:

  • Balance

  • Diversity of perspectives

  • Alignment with educational objectives

Educators should continue to apply professional judgment and adapt materials to their classroom context.

11. Appropriate Uses

Examples of appropriate Seshat AI use include:

  • Preparing critical-thinking lessons

  • Creating Socratic discussion activities

  • Developing classroom questions

  • Exploring philosophical and social tensions

  • Supporting teacher preparation

  • Analyzing student reasoning

  • Generating educational resources

  • Preparing structured discussions around complex issues

12. Inappropriate Uses

Seshat AI should not be used to:

  • Replace teacher judgment

  • Automatically make academic decisions

  • Assign final grades without educator review

  • Make admission, promotion, or disciplinary decisions

  • Monitor student emotions or behavior

  • Create hidden student profiles

  • Process unnecessary sensitive personal information

  • Encourage students to avoid their own intellectual work

13. Security and Responsible Operations

Seshat AI applies reasonable technical and organizational measures to protect educational information.

These include:

  • Secure cloud infrastructure

  • Access controls

  • Audit logging

  • Backup procedures

  • Operational monitoring

Authorized personnel may access information when necessary for:

  • Platform operation

  • Maintenance

  • Security

  • Technical support

  • Legal compliance

14. Commitment to Human-Centered AI in Education

Seshat AI is built on the belief that artificial intelligence should amplify human intelligence.

The Platform combines:

  • Teacher expertise

  • Human-created knowledge

  • Socratic questioning

  • Structured reasoning

  • Responsible AI assistance

Seshat AI does not seek to automate thinking.

Its purpose is to help educators create environments where students learn to question, reason, compare perspectives, and develop independent judgment.

15. Contact

For questions regarding this policy:

Seshat AI Contact [email protected] Florida, United States