Welcome To The United Bias Healing Library
Where your lived experience can help build a more equal and dignified future for all
About the Library
A global collection of bias experiences that teach AI systems to recognize harm and choose dignity instead.
The Problem
AI systems learn from our past — including our biases. Without intervention, they perpetuate the same patterns of harm that have hurt people for generations.
We're changing that.
Our Solution
- You share your experience of bias (anonymously)
- You describe how you wish to be treated instead
- Together, these teach AI to recognize problems AND solutions
A Simple Process
- Create free account (2 minutes)
- Share your experience
- Envision dignity
Alternative Submission Method
If you prefer to submit your story via email rather than using the form, you can send it to: accessible@pgsgroveinternal.com
Please include:
- Your bias experience
- How you wish you had been treated
- Any additional context (optional)
- Confirmation that you are 18 or older
- Agreement to the same terms as the form
Your email will be processed with the same privacy protections.