AI TRANSPARENCY & RESEARCH RESPONSIBILITY NOTICE

Black Education LLC

Effective Date: January 23, 2026

Black Education LLC utilizes modern research tools and automated technologies to assist in organizing, summarizing, and presenting educational topics.

By using this platform, you acknowledge and agree to the following:


1. Use of Automated Research Tools

Some content presented on this website may be generated, summarized, or assisted through artificial intelligence systems and automated research technologies.

These tools are used to compile and organize information efficiently.


2. Informational Nature of Content

Content generated or assisted through automated systems is intended to:

• Introduce topics
• Encourage exploration
• Provide general educational summaries

Such content should not be considered authoritative, definitive, or professionally certified.


3. User Responsibility

You acknowledge that:

• Automated systems may contain errors or limitations
• Interpretations may vary
• Content may require additional context or verification

You agree to independently verify information before relying upon it.


4. No Reliance Clause

You agree that you will not rely solely on this platform as the exclusive basis for making legal, medical, financial, or other significant decisions.

The Company does not warrant that any information generated or assisted by automated systems is free from error.


5. Acceptance of Technological Assistance

By using this website, you accept that educational materials may be produced with the assistance of automated research systems and agree that such assistance does not create liability for inaccuracies or unintended interpretations.


6. Final Acknowledgment

Your continued use of this platform constitutes acknowledgment that:

• You understand the informational nature of the content
• You accept responsibility for independent research
• You release Black Education LLC from liability arising from reliance on automated summaries or generated educational materials