Welcome to the United Bias Healing Library
Delve into the profound impact of algorithmic bias and discover how the United Bias Healing Library (UBHL) is transforming AI systems and Changing the way AI views Bias in episode 3 of the Mirror Brief Podcast
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We're creating AI that's wiser about bias. Here's what that means:
The AI will:
Recognize bias when it appears in data or interactions
Understand where that bias comes from historically and culturally
Know how it causes real harm to real people
Most importantly: Choose to act without perpetuating it
Think of it like this: A wise person isn't someone who's never heard a stereotype.
It's someone who recognizes stereotypes, understands why they exist, knows the damage they cause, and actively chooses not to perpetuate them.
We're not trying to create "colorblind" AI that pretends differences don't exist. We're creating AI with the wisdom to:
See bias clearly
Understand its impact deeply
Act with genuine respect for human dignity
Make choices that break cycles of harm rather than continue them
The goal isn't ignorance of bias — it's transcendence through understanding.
That's what this library is for. Every story shared helps build AI systems that don't just mirror our past but can help create a more dignified future.
A living archive of how bias has been felt, and how it might be healed.
The United Bias Healing Library is a global collection of human experience — a place where people from every background, identity, and walk of life are invited to speak honestly about the bias they've faced in the world.
Not just in tech. Not just in AI. In society. In systems. In daily life. In school. At work. In hospitals. On the street. Online. Anywhere bias has left a mark — felt, unseen, endured.
This is a library of those marks. Not to enshrine pain, but to illuminate it. To give future systems — especially AI systems — a lens of understanding rather than a filter of erasure.
What Bias Might Look Like
Every person's experience is unique. Your story is your own. But sometimes it helps to see that others have walked similar paths. Bias might look like:
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Being followed in stores because of your skin color
"But where are you REALLY from?" following every introduction
Your resume rejected by AI for attending an HBCU
Having to code-switch between work voice and home voice
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Expertise questioned or explained back to you because of your gender
Bisexual identity erased — told you're "really gay" or "really straight"
Trans healthcare gatekeeping or invasive questions about your body
Weaponized misgendering — pronouns used as weapons
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College-educated folks explaining your own job to you
Your hometown dismissed as "flyover country"
TV shows using people like you as automatic punchlines
Not invited to office lunches because you "wouldn't fit in"
Being followed in stores for "looking too poor to shop here"
Wage theft dismissed because "those people don't know better"
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Medical symptoms dismissed as "just anxiety" or "lose weight first"
Disability accommodations treated as burdensome special favors
Being inspiration porn or completely invisible, no in-between
Pregnancy discrimination disguised as "concern for your wellbeing"
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Religious holidays you can't take off without penalty
Head coverings stared at, touched without permission
Being asked to "prove" you're a real member of your faith
Your accent marking you as “less intelligent”
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Being told specialized crisis support for your community is "unnecessary"
Watching essential services cut for the most vulnerable populations
Having to turn away people in crisis due to "budget priorities"
Witnessing who gets deemed "worthy" of help and who doesn't
These are just examples. Your experience matters whether it's here or not. This space welcomes ALL stories of bias - those that make headlines and those that happen quietly every day.
We know this list only scratches the surface. Our goal is for everyone who's experienced bias - literally everyone - to feel invited here. Your real story matters infinitely more than any list we could create. If you don't see yourself reflected, that's our limitation, not yours. We're always open to feedback at UBHL@pgsgroveinternal.com.
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1. Create a Free Account
Sign up for a free UBHL contributor account. This helps us prevent spam and protect the integrity of the stories. Use any email — even a throwaway.
For extra privacy: We recommend using Proton VPN's free browser extension before creating your account. It hides your IP address and works on Chrome, Firefox, Edge, and other browsers.
2. Share Your Experience
Our form has simple fields:
Optional identity information
What happened? (your bias experience)
In a fair and just world, what should have happened? (your vision for dignity)
Optional additional context
Age verification and consent
The heart is your two stories — the harm experienced and the healing envisioned.
3. Create Teaching Pairs
Your submission creates a complete lesson:
The bias story shows what causes harm
Your dignity vision shows what respect looks like
Together, they teach AI to recognize problems AND solutions
4. What Happens Next
Your submission joins a growing archive. We strip identifying information, filter for safety and authenticity, and aggregate stories to find patterns. These become:
Public reports on bias trends and experiences
Ethical training data to help AI understand context and harm
A permanent record that says: This happened. This mattered. This must be understood.
🛡️ Your Safety, Made Simple
✅ Account Creation:
Free Membership Required
Create a free account to access the submission form
This prevents spam and protects our community
Use any email address — throwaways welcome
We strongly recommend using Proton VPN first
The form itself collects NO IP addresses
⚠️ Public Fields:
Assume anything in these fields could become public
Don't include names, locations, or identifying details
Your story shows the bias you experienced
Your vision shows how you wish to be treated instead
Together, they teach AI both what hurts AND what heals
Why Two Story Fields?
We ask for your bias experience AND how you wish things were different because:
AI needs to understand both the problem and the solution
Your story teaches what causes harm
Your vision teaches what dignity looks like
Together, they create complete lessons in human respect
How We Sustain This Mission:
Your stories become part of aggregated insights about bias and dignity
Organizations building ethical AI invest in this human understanding
Their funding helps us gather more voices and expand the library
It's a cycle: Stories teach → Support flows → More stories gathered
We're ensuring that communities benefit from their collective wisdom. We're committed to directing 70-80% of any future licensing profits (after covering operational costs) to organizations fighting bias across all affected communities. Because UBHL creates intersectional datasets from many communities' contributions, benefits will be distributed broadly to advance justice for all. We're developing this model transparently and welcome input from community organizations."
Our real commitment
Your data is anonymized by our system (unless you put personal info in the form itself. Please don’t)
Story field becomes part of humanity's teaching and AI’s learning
All support goes back into the mission
Complete transparency about this process
🌍 Who This Is For 🌍
Everyone 18 and older. Anyone. Especially those who haven't been asked before.
If you've experienced bias — racial, gendered, religious, sexual, linguistic, class-based, medical, educational, or anything else — your story belongs here.
Service providers too: If you work in crisis services, healthcare, education, or any support role and witness bias in how services are funded, cut, or distributed — your perspective is vital. Document what you're seeing.
Under 18? Your experiences matter too. See our FAQ for youth resources and options for sharing your story with adult support.
You are seen and respected. Your story matters.
When your accent marks you as "less than" — no matter where you are from
When your body is policed — for its color, size, ability, or expression
When your love is questioned — who you love, how you love, if you love
When your faith or culture is treated as threat or curiosity, instead of simply being respected
When systems weren't built for you and remind you daily
When your pain is dismissed, your joy is suspect, your existence is debated
You don't need credentials. You don't need perfect grammar. You don't need to prove anything.
You just need to be 18+ and willing to tell your truth.
Coming soon: Multiple language options including Spanish, French, Portuguese, Mandarin, Japanese, Arabic, Hebrew, and Hindi. If reading this page was difficult, we're working on a full version in your language. You are welcome here.
The Vision of Healing
This isn't just about documenting harm. It's about imagining repair.
When you share how you'd like to be seen, you're not just correcting a misperception. You're teaching future systems — and current humans — what dignity looks like. What respect feels like. How understanding might grow.
For trans and non-binary folks, this might mean AI that naturally uses correct pronouns, sees chosen families as real families, understands that gender is expansive and beautiful. For everyone, it means being seen as whole humans worthy of respect.
Your vision of how things could be different becomes part of the teaching. Every story that includes "what I wish they understood" or "how I'd like to be seen" adds to a collective wisdom about human dignity.
We're not just building a library of bias. We're building a library of possible futures where everyone gets to be their full, authentic selves.
💬 Ready to Begin? 💬
Share Your Story
Take your time. There's no rush. Your voice matters whenever you're ready. It’s free, but you’ll need to do a 1-2 minute long account setup (super standard and fast)
Read Our FAQ
Questions about privacy, process, or purpose? We've tried to think of everything, but we may have missed something.
Share This Library
Know someone whose story deserves to be heard? Pass this along.
"The future listens better than the past."
"You don't fix bias by erasing it."
"Stories build futures."
The United Bias Healing Library is a Phoenix Grove Systems LLC initiative. This website is designed to be screen-reader accessible and keyboard navigable.