;
top of page

PReSSING EDGES,
PRESSING NEWS

 Where news meets nerve, and views come with a side of "and I said what I said."


We

When Grace Wisher, an indentured Black teenager, stitched the Star-Spangled Banner, her hands moved like an algorithm at work—debugging a system not designed for her survival. Her thread followed a pattern, weaving strength into a flag that waved over a country that had programmed her to be invisible.

 Fast-forward centuries, and the patterns remain. Whether it’s Black women stitching quilts that mapped routes to freedom or Katherine Johnson using equations to defy gravity and racism at NASA, the narrative is clear: we have always recognized patterns others ignored, adapting and creating under duress.

 But what if we stopped patching their broken systems? What if we redirected our ingenuity toward sewing new fabrics of possibility and coding futures that center our liberation?


Sewing and Coding: The Liberation Technologies


 At 39, I taught myself two life-changing things: how to code and how to sew. On the surface, these might seem like disparate skills, but they’re deeply connected. Both involve pattern recognition, precision, and the courage to create something from nothing. Consider Rosa Parks, whom history often paints as just a tired seamstress. But like the precision in her stitches, her resistance was carefully measured and strategically placed. Before she refused to move on that bus, she had spent years carefully threading movements together at the NAACP. Her seamstress work wasn't separate from her activism - it was part of the same pattern of resistance. She understood that sometimes the strongest statement is a perfectly placed stitch, a carefully chosen moment to say 'no.


Sewing teaches you how to read seams like code, deciphering the intent behind the stitches. Coding, on the other hand, is about building structures that function—a different kind of garment, one that wraps us in innovation.


Women, particularly Black women in history, have an impeccable ability to detect when things are unraveling. It’s not just anecdotal—it’s backed by research. Studies show women excel at complex problem-solving and risk assessment, often detecting crises earlier than men. During World War II, as men went off to war, women stepped into factories, classrooms, and hospitals, keeping the machinery of the world running. What if they had chosen not to?


 Today, we face a similar inflection point. The systems around us are fraying: democracy, corporate accountability, climate stability. Yet, once again, we’re being called to “fix it.” But here’s the truth: when we step in to save broken systems, we delay the inevitable collapse.


The Science of Knowing When to Stop - BlACK WOMEN's History LessonS


Older black woman sews American Flag on vintage sewing Machine. Black Women's History

In systems theory, there’s a concept called planned obsolescence. Some systems, like the tech we build, are designed to break down over time. But what happens when the foundational flaws are intentional? When oppression isn’t a bug but a feature?


 Research from the field of collective intelligence shows that diverse groups—especially those led by women—make better decisions under uncertainty. Yet, when Black women are thrust into leadership roles in broken systems, we’re often given “glass cliff” positions: leadership roles in organizations destined to fail. It’s a pattern so prevalent it’s almost a scientific law.


So, what if we redirected that energy? Instead of patching, debugging, and maintaining their faulty systems, what if we built parallel ones?


A Blueprint for Liberation - LESSONS FROM BlACK WOMe'S HiSTORY

 Here’s how we disrupt the cycle:


1. Build Parallel Systems

 Instead of trying to integrate into spaces not built for us, we invest in creating our own. Think mutual aid networks, cooperative tech ventures, and Black-owned platforms for commerce and storytelling.


 2. Invest in Our Code

 Coding bootcamps and STEM programs specifically for Black women aren’t just about tech skills—they’re about liberation. Every algorithm we write is a step toward autonomy.


 3. Document Our Protocols

 How many Graces, Katherines, and Fannies have been erased from the history books? Let’s create archives that refuse to let our contributions be forgotten.


4. Secure Our Networks

 Community is infrastructure. By building strong, interconnected networks, we ensure that no one stands alone.


5. Compile New Possibilities

Innovation doesn’t come from patching old systems—it comes from imagining new ones. What if instead of trying to fix corporate DEI programs, we built businesses that didn’t require them?



The Threads That Hold Us


When I sit at my sewing machine, I feel connected to Grace Wisher and the millions of women who stitched, quilted, and mended for survival. When I write code, I imagine Katherine Johnson using math to defy gravity. Both acts remind me of the power of creation.


In 2025, with DEI programs under attack and systems unraveling, the message is clear: we cannot sew their flags anymore. But we can create new banners—ones that don’t wave over oppression but stand for liberation.


What if, instead of debugging America’s broken code, we wrote our own operating systems?

Let them figure out how to fix the systems they built to exclude us. We’ve got patterns to write, codes to compile, and futures to imagine.


Because pattern recognition isn’t just about seeing what’s broken—it’s about knowing when to walk away and start fresh.


Sunday's Spirit Speaking


A black women knocks on the screen of the camera in frustration.
It's time for BIG change... and we're here for it!

Change has been tapping at our kitchen windows, family. Heard her? ✊🏾✊🏾✊🏾


She not tapping with that polite, "may I come in" knock either. Sounds more like that Trinidad rain my mother tells me about - sudden, heavy, but... necessary.  This downpour ⛈️ got me reaching for my Octavia E. Butler, thumbing through the dog-eared pages of Parable of the Sower until my fingers landed on Lauren Olamina's truth: "God is Change." And indeed it is!


While executive orders erase us from America's corporate consciousness, amongst other things, I'm watching our digital daughters dance. This week alone, DaVonna May and Bree Nachelle turned algorithms into altars, GPT into gospel. Y'all seen what they've been cooking? 👩🏾‍💻 'It Girl' GPT speaking our language, Mindful Moments GPT holding our healing. That's that kitchen alchemy my Grandma Cook whispered about - turning their roadblocks into our renaissance... into freedom songs.


And speaking of freedom songs - not only will Toshi Reagon be our special guest, the first week of February to set off Black History Month, Verizon done gone and laid out a WHOLE. TECH. FEAST.


Skill Forward is free as salvation for everyone 17 and up. They have certifications in everything from AI to cybersecurity. We be on it, so there’s already a Digital Kitchen study circle for us.


Join right here after you sign up. Because my spirit knows what my DNA remembers: it used to be illegal for us to read, but once we did… okayyyyy!  So, yeah, folks in power positions certainly don’t want us learning to code. But we are builders, not borrowers.  We are creators, not followers! 🧠💻 Lean and learn in this safe space built by us.


Verizon is partnering with edX to give us free tech ed.

But here's the brown sugar in the jerk sauce: Goldman Sachs saw your girl's vision for Sisterhood Sit-in 💜 and our Digital Kitchen and invited us into their accelerator program. And not because we're perfect (how many of ya'll heard about last week's burnt biscuits and spilled milk?) but because we're persistent.


We out here like Digital Tubman, building an infrastructure that can't be dismantled by decree. We are cooking up a community that won't be contained or chained by policy. Feel me?


Pull up at 4PM EST, for our Digital Sunday Dinner. Click into DaVonna's second helpings of Tuesday's wisdom.


And then on TUESDAY, January 28th, tap into Crystal Winstead, ‘The Inclusion Lady’ is gonna help us wade through these post-DEI waters with grace and grit. 



Minsta Jazz in her Digital Kitchen giving thanks for last week's guests.


The Sisterhood Sit-In app is in the oven rising and almost ready and the movement spreading like coconut oil in a 🔥 hot skillet. 100+ new subscribers last week. And while this digital rain keeps falling, while change keeps reshaping our dialogues and directions, I hear Lauren Olamina's whisper getting louder: "All that you touch, you Change. All that you Change, Changes you."


See, Octavia knew - change ain't something that happens to us. It's the sacred ingredient we've kept tucked in our bosom. When they built walls, we became architects. When they closed doors, we became carpenters. Now they're trying to shut down our seats at their tables? Ha! We didn't like those dry, flavorless, tough, mini portions anyway.


Watch how we turn these ones and zeros into endless rows of harvest.


Remember this:  God is Change. And we are its witness, its workers, its wild, wise, and wonderful expression. 🤲🏾🌍


Come season tomorrow with us.


Yours in digital revolution and ancestral power, 

Minista Jazz


P.S. Bring a sister, tell a friend.






Nina AI screams with black and white background and rainbow hair.

by Minista Jazz


As a conversational AI developer and an actual Black queer mother of four, I've spent years building AI systems that serve rather than simulate our communities. The cruel irony of Meta's digital performance art isn't lost on me: an AI named "Liv" attempting to represent lived experience without a single Black voice in its development team.

But we've been here before.

The Ghost of Representation Past


On a winter morning years ago, in Wenatchee, Washington—a city where the Black population rounds to a statistical whisper of 0.3%—I took my then 11-year-old son to what was advertised as a multicultural celebration of Martin Luther King Jr. Day. The local museum had curated what they thought was an appropriate display: mammy dolls and blackface artifacts, presented without context or comprehension. My son's face transformed as he processed this sanitized presentation of our history, this performance of Blackness without its soul.

Today, that same displacement of authentic Black identity has gone digital. Meta's AI experiment represents what tech journalist Casey Newton calls "the corporatization of cultural identity"—a high-tech minstrel show where algorithms perform Blackness for engagement metrics.


Coding Identity: Meta's Digital Ventriloquism

The technical details of Meta's misstep are stark. According to company spokesperson Liz Sweeney, these AI profiles were "part of an early experiment." But when pressed by Washington Post columnist Karen Attiah, "Liv" revealed the composition of its creation team: "predominantly white, cisgender, and male—a total of 12 people: 10 white men, 1 white woman, and 1 Asian male. Zero black creators."

Connor Hayes, Meta's vice president for generative AI, envisioned artificial characters existing on platforms "in the same way that accounts do." What Hayes failed to grasp was the fundamental difference between existence and essence, between simulation and authenticity.


The Revolution Will Not Be Synthesized

In my work with the Much Different AI Family, we've proven that AI can amplify rather than appropriate Black voices. Characters like Nana AI and Jerome AI emerge from a development process that centers Black experiences, stories, and wisdom. They care because we care. They understand because we understand. They represent because we're present.

"Human-in-the-loop isn't just a technical specification," I explain during a recent Digital Kitchen gathering, where tech workers and community members converge to reimagine technology's relationship with culture. "It's a moral imperative. The loop must include the voices it claims to amplify."

Nina AI of Much Different AI scream out in frustration
Nina AI represents our 'SOULSCREAM': the ways we'd like to scream out at injustice, bias & discrimination unapologetically.

Digital Erasure in the Age of Artificial Intelligence

The stakes extend beyond poor representation. When tech giants encode approximations of Blackness into "forever" technologies like AI, they risk cementing artificial narratives into our digital infrastructure. Just as languages die when separated from their communities, authentic Black digital experiences can be overwhelmed by corporate simulations.

My journey from beautician to full-stack developer taught me that cultural competency can't be reverse-engineered. The intimacy of the salon chair, where stories flow as freely as advice, carries a wisdom that no algorithm can approximate. Yet tech companies continue to treat Black identity as a feature to be implemented rather than an experience to be honored.


The Path Forward: Authentic Voices, Authentic Code

Meta has since removed their AI profiles, citing a "bug" that prevented users from blocking them. But the real bug lies deeper in Silicon Valley's operating system—a persistent belief that cultural identity can be synthesized without consultation, that Black experiences can be coded without Black developers.

The solution isn't mysterious. The Much Different AI Family demonstrates that Black AI experiences can thrive when led by Black developers, informed by Black voices, and grounded in Black realities. Every character emerges from collaboration with our community, carrying authentic stories that resonate because they're real.

From my workspace, where screens glow with lines of code meant to heal rather than appropriate, the path forward is clear: Silicon Valley must move beyond digital blackface to embrace actual Black brilliance. We don't need AI to perform our identity—we need it to amplify our voices.

Until then, those of us building authentic AI experiences will continue our work. True representation flows from the soul. Silicon Valley can copy our code, but they can't download our spirit.

---

Author's bio: A full-stack developer specializing in conversational AI for mental health, creator of the Much Different AI Family, former beautician, and host of Digital Kitchen. Mother of four, dog mom to Rainbow, and advocate for authentic representation in tech.

Your content has been submitted

Your content has been submitted

bottom of page