giv3m3shelt3r.bsky.social
@giv3m3shelt3r.bsky.social
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go Patti!
November 22, 2025 at 9:29 PM
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Amazon AI did this with resumes 10+ years ago. It was trained on data from a biased world, and assumed that the trends of lower hiring, promotions, and job length meant women and POC are worse at the job. So it stopped hiring them and had to be abandoned. Doing this with faces feels too on-the-nose.
November 17, 2025 at 4:51 PM
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What’s next, AI discovers a correlation between skin color and income?

AI has discovered a hiring bias, not causative relationship.
November 18, 2025 at 12:34 PM
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Central State’s Water Resources Program: An HBCU Answer to Kabwe’s Lead Poisoning Crisis

"One of CSU’s strengths is its grounding in interdisciplinary, community-engaged research. Kabwe’s crisis is not just about chemistry and soil samples it is about public health, poverty, governance, and trust."
Central State’s Water Resources Program: An HBCU Answer to Kabwe’s Lead Poisoning Crisis
In Kabwe, Zambia, the poisoned ground left by a century of mining continues to rob children of their futures. Generations suffer from some of the highest blood-lead levels ever recorded, with schoo…
hbcumoney.com
November 10, 2025 at 5:34 AM
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I get emails asking, “why aren’t you writing??”

It’s like skydiving..

When I jumped out of a plane for the first time, my brain was in shock at free falling into nothingness, while being hit by air pressure + windspeed.

I couldn’t process what was happening.

That’s been the last few weeks.
November 8, 2025 at 10:08 PM
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Writing is how I process the world. It’s one of my joys. I loved keeping notebooks as a kid, asking questions. Words were fun!

But little me never imagined that my writing about the world could come with a heavy price.

Professional purging. Life or death consequences.

All because of words.
November 8, 2025 at 9:51 PM
😭😭😭😭😭😭
They are the direct descendants of Nigerian men.
Gal Pals,

Haitian Men…

What are our thoughts?!?

Hell yeah Bitch 🙆🏾‍♀️

OR

No Bitch, run 🙅🏾‍♀️
November 6, 2025 at 12:16 AM
The image is perfect 😂😂😂😂😂
October 29, 2025 at 9:03 PM
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Somebody let me borrow your toddler right quick. I’m trying to go to the Gracie’s Corner Live! 💃🏽

Someone said they got booths with Juicy Juice service.
October 21, 2025 at 12:59 PM
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Y’all seen this?!
October 13, 2025 at 9:36 PM
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Reminder to apply to AddisCoder, a one month free algorithms and coding camp for high schoolers in Ethiopia. Deadline is December 31. Spread the word to those who may benefit from the program.

www.addiscoder.com
AddisCoder
www.addiscoder.com
October 9, 2025 at 11:10 PM
😭😭😭😭😭
Ayyyyooo... if they put FO instead of OZ.... 🤣🤣
October 9, 2025 at 2:19 PM
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Once you accept that you belong in your story, it gets easier to write the next chapters.
October 6, 2025 at 6:26 PM
😭😭😭😭😭
I taught 6th grade today…teacher out. No sub. They’re working on ratios so I gave them a project. Identify a food, four ingredients and the measurement for each one. They had to create a ratio table. This is what one of the groups turned in. 😒
October 2, 2025 at 12:08 AM
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My daughter's pediatrician's husband arrived in Los Angeles by bus from the southeast. His community was scared he (a very bright black boy) was going to be lynched. They pooled enough $ for a one-way bus ticket to LA & told him to find a high school, ask a teacher for help.
September 28, 2025 at 10:01 PM
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The Florida town where I grew up had a road named Lynching Tree Drive until 1980. James Clark was lynched on that street in 1926 and it took over fifty years for the town to decide the name should be changed.

This is recent history. All of it.

myfloridahistory.org/frontiers/ar...
Florida Frontiers “The Lynching of James Clark” | Florida Historical Society
There were more cases of lynching per capita in Florida, between 1900 and 1930, than in any other state. Alabama and Mississippi had more total cases of lynching during this period, but Florida was th...
myfloridahistory.org
September 28, 2025 at 10:24 PM
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Here’s a little bit of joy for your feed. I illustrated these braided hairstyles for the back of Oshún and Me, written by @adibanelson.bsky.social. I wanted them to look like the pictures in the Black hair books and magazines that I would see at the hairdresser as a kid. 💛 #kidlitart
September 26, 2025 at 7:18 PM
😂😂😂😂
“So you really gone act like that wasn’t you I saw down at the club?”
September 22, 2025 at 5:23 PM
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Please consider this worthy cause. This co- worker of mine is close to eviction, despite working full-time, taking care of a special needs child, all while managing to raise a honors student who just graduated high school and was accepted into his dream college.

gofund.me/1d869bc6a
Donate to Support Ms. B’s Family Through Crisis, organized by Denise Kirkwood
The Story I’m reaching out to ask for help for my co-worker, —Ms. Althea … Denise Kirkwood needs your support for Support Ms. B’s Family Through Crisis
gofund.me
September 12, 2025 at 11:55 AM
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Grand children of slaves are alive today.
america is such a young country.
September 9, 2025 at 9:47 PM
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My grandmother was born in 1912 born to a 13 YO. Her Aunt raised her..she was 70 years old when she took her in as a baby. If you do the math

1912-70 =1842…13 years before Slavery was emancipated.
america is such a young country.
September 9, 2025 at 10:38 PM
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God bless Ms. Frances. How wonderful that your kids have her to teach them their history.
america is such a young country.
September 9, 2025 at 10:42 PM
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My maternal grandfather was born in 1885. My mom and her siblings still picked cotton as “summer jobs” until they were teenagers.
america is such a young country.
September 9, 2025 at 10:51 PM
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My kids GG is 87 and she knew her grandparents who had been enslaved
america is such a young country.
September 9, 2025 at 10:54 PM