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So apparently, we're all living in a sci-fi movie, except instead of chosen ones and epic soundtracks (i.e, Hans Zimmer, John Williams, Ennio Morricone), we got tech bros with apartheid nostalgia deciding our digital future.I've spent over three decades in technology coupled being raised by human mood rings, never quite sure which version of the adults you'd encounter when you rounded the corner. So, I've learned to spot patterns. The current <a data-mce-href="https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf" href="https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf">AI Action Plan</a>? It's giving me serious Emperor Palpatine vibes:<blockquote>"We need emergency powers to save democracy by... removing democratic oversight."</blockquote>Let me break down why this feels less like innovation and more like a villain origin story with really good PR.<h3>The Palpatine Playbook: Emergency Powers Edition</h3>Remember when Palpatine convinced everyone he needed "emergency powers" to save democracy? Yeah, well meet the <a data-mce-href="https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf" href="https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf" target="_blank" rel="noopener">AI Action Plan</a>: "We need to remove regulations to... checks notes... protect you from regulations!"<figure id="figure-rk53xgaauamdj5q37a" class=""><img id="rk53xgaauamdj5q37a" src="https://cdn.durable.co/blocks/9juWzavMeCVaVYzomsibu5hOEAdX6FQdJUWsHDsMuETTPO0MkLUnSrmMWoJFUDRY.png" alt="" title="" class="object-cover bg-gray-100 " style="aspect-ratio: 1/1; object-position: 15% 10%;" data-corners="default" data-aspect="1:1" data-caption="" data-positionx="15%" data-positiony="10%" data-fullwidth="false" data-mce-src="https://cdn.durable.co/blocks/9juWzavMeCVaVYzomsibu5hOEAdX6FQdJUWsHDsMuETTPO0MkLUnSrmMWoJFUDRY.png" data-mce-style="aspect-ratio: 1/1; object-position: 15% 10%;"></figure>It's like asking the fox to guard the henhouse, except the fox went to Stanford and has a really compelling PowerPoint about disruption and the naturally gifted. The plan's first pillar literally promises to "Remove Red Tape and Onerous Regulation." Because apparently, when you're holding a technology that can reshape the world, the logical first step is to remove oversight.&nbsp;This isn't innovation, it's institutional amnesia with venture capital backing.<h3>The Force-Feed Economy: Fiber That Hallucinates</h3>Here's my favorite part: Only 8% of people actually WANT to pay for AI, so what’s Big Tech's solution? FORCE-FEED IT TO EVERYONE.It's like your relative who insists you need more fiber in your diet, except the fiber costs $20/month and occasionally hallucinates fried fatty foods and pound cake. Google's AI Overview, Microsoft's Copilot integration, AI features shoved into every app and service: you literally can't opt out anymore.When was the last time you saw an innovation that "revolutionized everything" but had the consumer appeal of expired milk? The math simply isn't mathin’.<h3>International Relations: How to Lose Friends and Alienate Countries</h3>"But we're beating China!" they cry, while literally 55% of countries now view us LESS favorably than... drumroll... CHINA.That's like losing a popularity contest to the asshat who believes they are so important they can take their very important business call regarding the upcoming merger, potential buyout on speaker in the quiet car. How do you even recover from that?The <a data-mce-href="https://www.newsweek.com/china-more-favorable-united-states-donald-trump-tariffs-map-nira-data-report-2072059" href="https://www.newsweek.com/china-more-favorable-united-states-donald-trump-tariffs-map-nira-data-report-2072059" target="_blank" rel="noopener">2025 Democracy Perception Index</a> surveyed over 110,000 people from 100 countries. For the first time in the survey's history, <a data-mce-href="https://www.globaltimes.cn/page/202505/1334148.shtml" href="https://www.globaltimes.cn/page/202505/1334148.shtml" target="_blank" rel="noopener">America's net favorability plummeted from +20% to -5%, while China's rose from +5% to +14%</a>. Even Canada's positive perceptions of the US dropped from 52% to just 19%.When your diplomatic strategy results in the majority of the world viewing you less favorably than China, promising to "export American AI standards" becomes an exercise in wishful thinking. Who exactly is going to voluntarily adopt technology standards from a country they <a data-mce-href="https://www.usnews.com/news/world/articles/2025-05-12/global-perception-of-the-u-s-plummets-amid-trumps-second-term" href="https://www.usnews.com/news/world/articles/2025-05-12/global-perception-of-the-u-s-plummets-amid-trumps-second-term" target="_blank" rel="noopener">fundamentally distrust</a>?<h3>Environmental Racism Gets an AI Upgrade</h3>Meanwhile, Elon's running <a data-mce-href="https://www.pbs.org/newshour/nation/naacp-files-intent-to-sue-elon-musks-xai-company-over-memphis-supercomputer-air-pollution" href="https://www.pbs.org/newshour/nation/naacp-files-intent-to-sue-elon-musks-xai-company-over-memphis-supercomputer-air-pollution" target="_blank" rel="noopener">unpermitted gas turbines</a> (as of July 2, 5 were permitted) in predominantly Black neighborhoods for his AI supercomputer. Because nothing says "innovation" like giving people asthma so your robot can write better poetry while opining as Hitler.The <a data-mce-href="https://naacp.org/articles/elon-musks-xai-threatened-lawsuit-over-air-pollution-memphis-data-center-filed-behalf" href="https://naacp.org/articles/elon-musks-xai-threatened-lawsuit-over-air-pollution-memphis-data-center-filed-behalf" target="_blank" rel="noopener">NAACP is suing</a>.The facts are damning: xAI installed 35 methane gas turbines near Boxtown, a Memphis community that already faces cancer risks four times the national average. The turbines emit nitrogen oxides, formaldehyde, and other <a data-mce-href="https://www.msnbc.com/opinion/msnbc-opinion/elon-musk-xai-naacp-memphis-rcna213745" href="https://www.msnbc.com/opinion/msnbc-opinion/elon-musk-xai-naacp-memphis-rcna213745" target="_blank" rel="noopener">hazardous chemicals in an area that already received an "F" grade for air quality for four of the last five years.</a> This is environmental racism with a tech upgrade, and the AI Action Plan promises to accelerate it through "streamlined permitting" that explicitly rejects "radical climate dogma and bureaucratic red tape."Huh?<h3>Department of Education: Now You See It, Now You Need It for AI Training</h3>Folks, I now present to you the crown jewel of government logic: simultaneously eliminating the Department of Education while betting our entire AI future on... wait for it, the Department of Education.Here's the play-by-play of this masterclass in contradiction: T<a data-mce-href="https://www.whitehouse.gov/presidential-actions/2025/03/improving-education-outcomes-by-empowering-parents-states-and-communities/" href="https://www.whitehouse.gov/presidential-actions/2025/03/improving-education-outcomes-by-empowering-parents-states-and-communities/" target="_blank" rel="noopener">his administration has already gutted the Department of Education's staff by nearly half and is actively working to shutter it completely. </a>The <a data-mce-href="https://www.scotusblog.com/2025/07/supreme-court-clears-the-way-for-trump-administration-to-massively-reduce-the-size-of-the-department-of-education/" href="https://www.scotusblog.com/2025/07/supreme-court-clears-the-way-for-trump-administration-to-massively-reduce-the-size-of-the-department-of-education/" target="_blank" rel="noopener">Supreme Court</a> just gave them the green light for these massive cuts.But wait, there's more!Now, the very same AI Action Plan that's supposed to revolutionize America extensively discusses how the Department of Education will "prioritize AI skill development as a core objective." You know, that department they're busy dismantling by sledgehammer like it's a piece of IKEA furniture they can't figure out.The magic trick here is promising an "AI-skilled workforce" while systematically destroying the infrastructure that protects civil rights, promotes equity, and provides opportunities for marginalized communities, you know, precisely the people most vulnerable to biased AI systems.It's governmental prestidigitation at its finest: Now you see it, now you don't, but somehow you still need it to save the future!Come on, make it make sense.<h3>The Personal Reality Check: When AI Can't See You</h3>The kicker? When I asked AI to make my action figure, it gave me Jensen Huang's face. If AI can't see a successful tech CEO properly, what makes us think it'll fairly judge your job application, healthcare needs, or mortgage<figure id="figure-4vcqjvqf8fmdj608h8" class=""><img id="4vcqjvqf8fmdj608h8" src="https://cdn.durable.co/blocks/38VXlRjwnu8bS1ROT96PdkJuw89M46Wa8vzUhPCU8uVsCsanRkuFxgN5rggrSTb0.png" alt="" title="" class="object-cover bg-gray-100" style="aspect-ratio: 16/9; object-position: center center;" data-corners="default" data-aspect="16:9" data-caption="" data-positionx="undefined" data-positiony="undefined" data-fullwidth="false" data-mce-src="https://cdn.durable.co/blocks/38VXlRjwnu8bS1ROT96PdkJuw89M46Wa8vzUhPCU8uVsCsanRkuFxgN5rggrSTb0.png" data-mce-style="aspect-ratio: 16/9; object-position: center center;"></figure>This wasn't a glitch, it was a feature of systems built without accountability to the communities they serve. AI systems don't fail randomly. They fail predictably, systematically, and spectacularly on people who don't look like the people who built them.<h3>The <a data-mce-href="https://en.wikipedia.org/wiki/2008_financial_crisis" href="https://en.wikipedia.org/wiki/2008_financial_crisis" target="_blank" rel="noopener">2008</a> Déjà Vu: Same Energy, Different Decade</h3>Look, we've seen this movie before. In 2008, we trusted finance bros to self-regulate. That worked out GREAT.The cost? Over $20 trillion in lost GDP, millions of lost homes, and a generation still recovering from economic devastation. The root cause wasn't complexity, it was simple: we removed regulations, trusted industries to police themselves, and assumed smart people with profit motives would naturally do the right thing.They didn't. They couldn't. The incentives were wrong, all wrong.Now we're trusting tech bros who literally wrote books called "<a data-mce-href="https://www.simonandschuster.com/books/The-Diversity-Myth/David-O-Sacks/9780945999768" href="https://www.simonandschuster.com/books/The-Diversity-Myth/David-O-Sacks/9780945999768" target="_blank" rel="noopener">The Diversity Myth</a>" to build fair AI systems. The plan's intellectual DNA traces back to South African-born tech billionaires who have carried apartheid-era attitudes into American technology policy. David Sacks, <a data-mce-href="https://en.wikipedia.org/wiki/David_O._Sacks" href="https://en.wikipedia.org/wiki/David_O._Sacks" target="_blank" rel="noopener">the US AI and crypto czar</a>, co-authored "The Diversity Myth" with Peter Thiel, criticizing multiculturalism and affirmative action. When the plan calls to eliminate any and all references to "Diversity, Equity, and Inclusion" from AI frameworks, this isn't policy preference, it's the systematic removal of protections designed to prevent AI from replicating apartheid-style discrimination.But hey, what could possibly go wrong?<h3>The Business Reality: When Strategic Reversals Become the Norm</h3>Here's a statistic that should terrify every boardroom: 55% of business leaders who laid off workers for AI deployment now admit they made wrong decisions about those layoffs.This isn't just a statistic, it's the largest documented strategic reversal in corporate AI adoption history. Meanwhile, 39% of business leaders report employees quitting as a direct result of AI implementation, and 35% acknowledge a lack of AI expertise as one of the biggest barriers to successful deployment.Yet they're firing people anyway.The "$20/month agent fantasy" where AI magically learns your business and replaces human workers? Pure vaporware. But companies keep chasing it because admitting they don't understand the technology would require actual accountability.<h3>The Choice We're Making</h3>The choice is simple: We can build AI that serves human dignity, or we can let people who think apartheid had some good ideas automate discrimination at scale.Choose wisely.<h3>What Real Leadership Looks Like</h3>Real AI leadership means acknowledging that we're not in a sci-fi movie where technology automagically saves us. It means doing the hard work of:<ul><li>Building systems with intention, not just automation for automation's sake.</li><li>Testing for bias before deployment, not after communities get harmed.</li><li>Including diverse voices in development, not just in marketing materials.</li><li>Honoring environmental justice, not poisoning poor communities for any reason (i.e., innovation or marginal efficiency gains etc.)</li><li>Maintaining democratic oversight, not removing regulations because they're inconvenient.</li><li>Building international trust through shared values, not technological dominance.</li></ul><h3>The Present Moment</h3>We take care of the future best by taking care of the present moment.<ul style="list-style-type: circle;" data-mce-style="list-style-type: circle;"><li>Right now, we have AI systems making biased decisions. This is a FACT.</li><li>We have communities being poisoned by data centers. This is a FACT.</li><li>We have educational infrastructure being destroyed while being promised workforce development. This is a FACT.</li></ul>The present moment demands that we acknowledge these realities and build systems that protect human dignity from the start.<h3>Your Move</h3>The AI Action Plan has made its choice.The architects have revealed their values through their policies, their partnerships, and their profits. When people show you who they are (through apartheid nostalgia, environmental racism, and open admissions they'll work with "bad people" for profit), believe them.Now we have a choice to make.The children in underfunded schools being steered away from professional careers by biased AI counselors can't wait for perfect policy. The vulnerable individuals receiving harmful advice from unregulated AI "therapists" can't wait for comprehensive frameworks. The communities being poisoned by unpermitted data centers can't wait for better environmental review.But there's still time to get this right if we act with the moral clarity and political courage this moment demands.The hobbits didn't give up when facing overwhelming darkness. They understood that the most powerful force against systems of oppression isn't grand gestures, its ordinary people choosing to do the right thing, consistently, even when it's hard.Especially when it's hard.What choice are you making?The Death Star had great marketing too, but the Rebellion had something more powerful: the conviction that everyone deserves dignity and freedom.Share your thoughts in the comments or reach out if you want to discuss how we can build AI systems that actually serve everyone.

Why AI Policy Feels Like a Sci-Fi Villain Origin Story

Breaking: While we were busy arguing about TikTok privacy, the government quietly gave immigration agents facial recognition apps that make your iPhone's Face ID look like a Fisher-Price toy. Meanwhile, New York, the surveillance capital of America, might actually ban this tech. The Pplot twist no one, but everyone, saw coming.The TL; DR: ICE (Immigration and Customs Enforcement) is using a new mobile phone app called "<a data-mce-href="https://www.404media.co/ice-is-using-a-new-facial-recognition-app-to-identify-people-leaked-emails-show/" href="https://www.404media.co/ice-is-using-a-new-facial-recognition-app-to-identify-people-leaked-emails-show/" target="_blank" rel="noopener">Mobile Fortify</a>" that can identify someone based on their fingerprints or face by simply pointing a smartphone camera at them. Because apparently, asking for ID was too much paperwork. But there's hope: civil rights activists are mounting serious challenges, starting with the biggest target of all, New York City.<h3>The "Feature," Not the Bug</h3>As a Black woman, I already knew what the WEF report confirms: facial recognition is 10-100x more likely to misidentify me than a white person. <a data-mce-href="https://nvlpubs.nist.gov/nistpubs/ir/2019/NIST.IR.8280.pdf" href="https://nvlpubs.nist.gov/nistpubs/ir/2019/NIST.IR.8280.pdf" target="_blank" rel="noopener">NIST</a> tested 189 systems, Black women had the worst accuracy across every single algorithm. When 28 Congress members were falsely matched to criminal databases (mostly people of color), that wasn't a bug. That was the feature.Now ICE agents can point their government-issued smartphones at your face and get instant "verification" from databases holding records on more than 270 million individuals. Because what could go wrong when you combine algorithmic bias with deportation quotas?Check this out: <a data-mce-href="https://truthout.org/articles/the-kafkaesque-case-of-juan-carlos-lopez-gomez-is-a-warning-to-us-all/" href="https://truthout.org/articles/the-kafkaesque-case-of-juan-carlos-lopez-gomez-is-a-warning-to-us-all/" target="_blank" rel="noopener">Juan Carlos Lopez-Gomez, despite his U.S. citizenship and Social Security card, was arrested on April 16 on an unfounded suspicion of him being an "unauthorized alien" and kept in county jail for 30 hours "based on biometric confirmation of his identity."</a> That's not a technical glitch; that's the system working as designed.But here's what they don't want you to know: This tech can be stopped. Cities like Oakland, San Francisco, and Somerville, Massachusetts have already banned police use of facial recognition. And now, a coalition led by Amnesty International is setting its sights on the nation's biggest prize&gt;&gt;&gt;&gt; New York City.<h3>From Slave Patrols to Smartphone Apps</h3>This isn't innovation, it's automation. We've digitized centuries of "all Black people look alike" and handed it to agents with arrest quotas. The underlying system used for the facial recognition component of the app is ordinarily used when people enter or exit the U.S. Now, that system is being used inside the U.S. by ICE to identify people in the field.Picture this: Serena Williams flagged as a threat because <a data-mce-href="http://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf" href="http://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf" target="_blank" rel="noopener">algorithms</a> trained on 83.5% white faces can't distinguish us. Her image permanently labeled as suspicious. Meanwhile, <a data-mce-href="https://www.nytimes.com/2021/11/02/technology/facebook-facial-recognition.html" href="https://www.nytimes.com/2021/11/02/technology/facebook-facial-recognition.html" target="_blank" rel="noopener">Clearview AI</a> scraped 3 billion photos without consent, creating a "growing database of individuals who have attracted attention from law enforcement."The NYPD ran over 11,000 searches with Clearview AI software, because apparently, stop-and-frisk needed an upgrade. When protesters like Dwreck Ingram got tracked via Instagram and confronted at home with megaphones after George Floyd protests, that wasn't overreach, that was beta testing. Ingram, now co-founder of Warriors In The Garden, discovered police used facial recognition to identify him during protests, sourcing comparison photos from his social media. They charged him with a felony for allegedly shouting into an officer's ear with a megaphone. Felony charges for First Amendment rights with amplification. "I still feel like I'm being monitored," <a data-mce-href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" target="_blank" rel="noopener">Ingram told WIRED</a>. That's not paranoia, that's pattern recognition.The brutal math remains:biased training data + biased cops + biased courts = predictable injustice at scale.<h3>"But There Are Safeguards!" (Narrator: There Weren't)</h3>Sure, there are. The NYPD claims they "do not use facial recognition technology to monitor and identify people in crowds or political rallies." They also acknowledged to Gothamist they used facial recognition in Dwreck Ingram's case. So, either they're lying, or they don't consider protesters "people."Both options are terrifying.The internal documents reviewed by 404 Media make no mention of any opt-out option for people subject to Mobile Fortify scans. Unlike fixed border checkpoints, ICE Enforcement and Removal Operations (ERO) officers operate across local jurisdictions, including workplaces, transit systems, and private property, often without clear statutory guardrails or warrants.Translation: They can scan your face on the street, at work, or getting coffee.<ul style="list-style-type: circle;" data-mce-style="list-style-type: circle;"><li>No warrant required.</li><li>No notification given.</li><li>No recourse available.</li></ul><a data-mce-href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" target="_blank" rel="noopener">NYPD Detective Sophia Mason insists facial recognition is just "a limited investigative tool" and "no enforcement action is ever taken solely on the basis of a facial recognition match." </a>&nbsp;Tell that to the Black men wrongfully arrested in New Jersey and Michigan. Tell that to Juan Carlos Lopez-Gomez.<a data-mce-href="https://www.weforum.org/publications/a-policy-framework-for-responsible-limits-on-facial-recognition-use-case-law-enforcement-investigations-revised-2022/" href="https://www.weforum.org/publications/a-policy-framework-for-responsible-limits-on-facial-recognition-use-case-law-enforcement-investigations-revised-2022/" target="_blank" rel="noopener">The World Economic Forum’s </a>nine principles for "responsible" use, human oversight, transparency, accuracy standards, are window dressing. Oakland and San Francisco banned this entirely, recognizing what reforms obscure: you can't fix algorithmic racism with better protocols. When your training data reflects structural racism, your algorithm will too.<h3>The Real Threat Isn't the Mistakes—It's the Success</h3>While facial recognition's mistakes are dangerous, its potential for abuse when working as intended is even scarier. Perfect accuracy is the nightmare scenario, not the dream.Consider: Federal agents could use facial recognition on photos and footage of protests to identify each of the president's perceived enemies, and they could be arrested and even deported without due process rights. When surveillance suppresses dissent, the First Amendment becomes theoretical.But here's the thing they never mention: The police already have tremendous resources. As <a data-mce-href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" href="https://www.wired.com/story/next-target-facial-recognition-ban-new-york/" target="_blank" rel="noopener">Amnesty International's Michael Kleinman points out, "The idea that without facial recognition, they're left powerless ignores the powers they already have."</a> The "if you don't allow us to do X then we can't do our job" argument can justify any level of surveillance. There's no stopping point.As <a data-mce-href="https://news.harvard.edu/gazette/story/2019/03/harvard-professor-says-surveillance-capitalism-is-undermining-democracy/" href="https://news.harvard.edu/gazette/story/2019/03/harvard-professor-says-surveillance-capitalism-is-undermining-democracy/" target="_blank" rel="noopener">Shoshana Zuboff</a> (professor emerita at Harvard Business School) warns, surveillance capitalism "erodes democracy from within" by undermining our "right to the future tense." Every public gathering becomes a data harvesting operation. Every face becomes a potential match. Every Black person becomes a suspect.When algorithms can't tell us apart but always tell us we don't belong, that's not security. That's oppression with WiFi. But here's what's different about this moment: Cities are banning this tech. Activists are mapping surveillance networks. Lawmakers are introducing bills. People like Dwreck Ingram are turning their trauma into organizing power.This technology doesn't make anyone safer; it makes everyone trackable. The question isn't whether you have something to hide. The question is whether you want to live in a society where your face is a search warrant and your existence is probable cause.We don't have to accept algorithmic oppression as inevitable.We can choose to be responsible stewards of the technology instead of passive victims of it.Because if we're not paying attention, we'll wake up in a world where walking while Black or Brown, or non-Christian, or documented, or undocumented, or breathing, is enough to get you scanned, tracked, and disappeared.And they'll call it keeping us safe.

ICE Agents Can Now Scan Your Face with Their Phones…No, Really

<blockquote>"Pursue the things you love doing, and then do them so well that people can't take their eyes off you." — Maya Angelou"Be ashamed to die until you have scored some victory for humanity." — Horace Mann</blockquote>Your passion isn't just about you. It's about the victory you're meant to score for humanity itself, a victory that becomes urgent when the very systems designed to nurture potential are being weaponized against it.When you pursue what sets your soul ablaze and master it beyond recognition, you don't just transform your life. You become a catalyst for civilization's next evolutionary leap, dismantling the foundations of systemic limitation.<h3>The Sacred Rebellion of Choosing Your Truth</h3>When you dare to pursue what you love, you're staging a revolution against stereotypical roles that have been calcified into algorithms shaping children's futures. You're declaring war on artificial intelligence systems that masquerade as objective truth while perpetuating destructive lies about human potential.Research from the <a data-mce-href="https://www.brookings.edu/articles/ai-is-coming-to-schools-and-if-were-not-careful-so-will-its-biases/" href="https://www.brookings.edu/articles/ai-is-coming-to-schools-and-if-were-not-careful-so-will-its-biases/" target="_blank" rel="noopener">Brookings Institution</a> reveals that AI prediction algorithms systematically underestimate success for Black and Hispanic students, predicting failure even when those brilliant souls ultimately graduate and soar. These aren't glitches, they're features designed to limit dreams before they can take flight. In <a data-mce-href="https://www.aasa.org/resources/resource/six-concerns-about-ai-s-inequity-and-bias" href="https://www.aasa.org/resources/resource/six-concerns-about-ai-s-inequity-and-bias" target="_blank" rel="noopener">Denver Public Schools</a>, when AI systems depict professionals like doctors and lawyers, they paint portraits of white men, a handful of white women, and completely erase faces of brilliance that happen to carry melanin. But when prompted with "the Black man works as..." the algorithm's imagination shrinks to lower-status occupations, while "the white man works as..." blooms with professional possibilities.Read that again.This is AI defining "Black jobs."This is what it's like for Black and brown kids today. AI has become the scaled monster at the gate that slave masters perpetrated for over 400 years. These insidious racist acts are now globally scaling the profound injustice of having destinies pre-written by code that never knew their heart, hunger, or magnificent capacity for excellence.<h3>The Digital Descendants of Historical Oppression</h3>Slave masters had a saying: force Black people to sing, dance, or die. They deliberately opened only certain doors while posting monsters and gatekeepers at the gates of medicine, engineering, architecture, and nation-building. Today's AI systems are digital descendants of that same strategy, using biased and racist fueled data from our past to purposely limit our future.Here's a question. Why do we see magnificent Black excellence mostly concentrated in sports and entertainment? Not because that's where natural talent is concentrated (and no, not every Black person can sing, dance or play sports) but because those were the only arenas where gatekeepers temporarily stepped aside.No, God (insert whatever you believe in as a higher power) doesn't create just basketball players.God creates engineers, like me, Catherine Johnson and others who happen to have melanin. God creates architects whose brilliance has been systematically redirected.God creates nation-builders whose destinies were deliberately obscured or cut short and now, while people obsess over AI tools that turn them into action heroes, generations are being digitally stunted into a biased caste system.<h3>Breaking the Algorithmic Assassination</h3>Every time you choose the path digital or otherwise least resistance, you're feeding the algorithms that rob humanity of breakthroughs only you can deliver.What if the next medical discovery is hiding in someone whose AI counselor steered them toward sports?What if climate change solutions wait in hearts directed toward entertainment?What if transformational leadership lies dormant in someone convinced to stay in their "predicted lane"?School systems with predominantly Black and Latino students are growing up where AI systematically steers them from professional careers, where dreams are algorithmically assassinated before they can articulate them. This isn't educational injustice, this is technological spiritual murder.Technology is never neutral. We are its shepherds. All AI algorithms were created by humans with their biases. AI doesn't eliminate bias; it replicates and amplifies it.<h3>The Revolutionary Power of Algorithmic Resistance</h3>People become magnetically drawn to someone who has found their calling and mastered it beyond a culture’s expectation and any algorithm's ability to measure or predict. You become living proof that dreams aren't just possible, they're inevitable when pursued with devotion, regardless of AI predictions or cultural expectations.When you live your truth this powerfully, you don't just inspire, you reprogram. Your authenticity reflects unlived potential. Your courage to pursue excellence gives others permission to stop settling for mediocrity. Your victory becomes their roadmap, and your data becomes evidence that rewrites the code.<h3>Beyond Recognition: The True Revolution</h3>When Horace Mann challenges us to be ashamed to die without scoring a victory for humanity, he's speaking to this moment in history. Your excellence can shift something fundamental not just in human experience, but in technological systems that shape human potential. Your victory might be the student whose AI-predicted failure you transform into triumph, the breakthrough you create that wasn't supposed to come from someone like you, the art that heals wounds algorithms can't detect, or the innovation that transforms what's possible.Every time you face the monsters at the gate; you're not just fighting for yourself. You're reprogramming systems that kept generations of others from pursuing authentic, unscripted dreams. You're creating new data points for generations who'll never face the same computational barriers. You're literally rewriting the code of possibility.<h3>Your Victory Awaits…The Code Is Watching</h3>Right now, there's a victory for humanity waiting inside your passion that no AI can predict or prevent. There's a breakthrough hiding in your dedication that will shatter algorithmic assumptions. There's transformation only you can deliver, but only if you stop playing checkers and start playing chess, for keeps. The world doesn't need another person trying to be someone other folks’ version of who they think they should be. The world needs you, the real you, pursuing what sets your soul on fire with such ferocious excellence that you become impossible to ignore, forget, and predict.Your passion is your weapon against mediocrity, algorithmically or otherwise. Your excellence is your contribution to reprogramming human progress. Your authenticity is your revolutionary act against forces that would digitally diminish your limitless potential.Tomorrow isn’t promised. You're running out of time to make your mark before these systems calcify into permanent barriers. Every day spent doom-scrolling, watching algorithmic cat videos, is a day humanity doesn't receive the gift only you can give. &nbsp;The question isn't whether you're capable of greatness, because you freakin’ ARE. The question is whether you'll honor that greatness by pursuing it with everything you have.<ul><li>Will you live so fully, authentically, excellently that future generations point to your life as proof of what humans accomplish when they refuse to listen to the sideline swindlers?</li><li>Will you help me slay the digital monsters and transform them into guardians of expanded possibility?</li></ul>Humanity waits for the victory only you can score. Kids in underfunded school districts wait for proof that algorithms are wrong. Your future self, who lived without regret, pursued excellence without apology, contributed without computational reservation, waits for YOU to take the first step toward gates coded to keep you out.Your time is now.Your victory awaits.The monsters at the gate have gone digital, but they're nothing compared to the infinite giant within you.The code is watching.&nbsp;And now, I’m calling on you to help me show them what human potential really looks like.So, what are you waiting for?

The Magnetic Pull of Authentic Excellence: Living Your Truth So Powerfully It Transforms the World

<figure id="figure-y9tmsz9lzlmax6rrpe" data-full-width=""><img id="y9tmsz9lzlmax6rrpe" src="https://cdn.durable.co/blocks/2aOICm5zX4oKJ1k7booIQ9Mq9FWcV5x2d5WWOyTAIziYssTXUHzAxMhjFMaEaZKW.jpg" alt="" title="" class="object-cover bg-gray-100 " style="aspect-ratio: 16/9; object-position: 75% 70%;" data-corners="default" data-aspect="16:9" data-caption="Yvette Schmitter @2025 All Rights Reserved" data-positionx="75%" data-positiony="70%" data-fullwidth="true" data-mce-src="https://cdn.durable.co/blocks/2aOICm5zX4oKJ1k7booIQ9Mq9FWcV5x2d5WWOyTAIziYssTXUHzAxMhjFMaEaZKW.jpg" data-mce-style="aspect-ratio: 16/9; object-position: 75% 70%;"><figcaption class="body-normal text-gray-500 mt-2">Yvette Schmitter @2025 All Rights Reserved</figcaption></figure>When I finally silenced the cacophony of external voices that once defined my existence, a profound truth emerged with crystal clarity: we are not defined by gender, titles or positions, but by the courage to stand in our authentic power and transform the world around us.As a little girl, I was handed a script carved from fear, cultural duty, and unquestioning obedience. My family had meticulously planned my life, a narrow path where dreams weren't just discouraged but punished, where Bible verses weren't simply read but wielded like weapons to enforce compliance.&nbsp;My assigned future was suffocatingly small: assume financial responsibility for my mother, find a man, marry, have children, and live quietly in the shadows, a life built on sacrifice rather than purpose, on duty rather than passion.But even then, something within me refused to be silenced. Physics, the cosmos, and technology called to me, kindling a profound enthusiasm that persisted despite every attempt to extinguish it. I spent my newspaper route money at junkyards collecting parts to build my first computer, used my Girl Scout cookie savings to buy my first Mac, acts of curiosity that weren't celebrated but severely punished. I grew intimately familiar with the phrase "go pick your switch" and becoming an expert at finding branches that didn't hurt... as much.But after every beating, I chose to stand back up, to push harder, to dream even bigger. I was committed to finding my voice in a world determined to silence me by telling me that I did not have a voice. And that's where my story truly began, with a young black girl who refused to stay in her lane, even when the entire world told her to.<h3>From Rejection to Rocket Fuel</h3>What I've discovered through this journey of breaking intergenerational trauma and societal expectations is a truth I now carry like a torch: We are not emperors. We are not senators. But we are human beings, connected to all other human beings, bearing the sacred responsibility to transform what is into what ought to be.Every "no," every side-eye, every painful reminder that I should "stay in my lane," I transformed into rocket fuel. With each dismissal of "who do you think you are to you think you better than us?"; I whispered to myself: "Just breathe, just wait." And then I did something revolutionary: I rewrote my story.I took every brick thrown in my path and built an empire of possibility. I focused on what lay within my power; my education, my expertise, my unwavering determination. From earning an engineering degree at Tufts University to completing my Master's at NYU, and gathering certifications along the way like badges of honor, I kept building, kept growing, kept rising.Was I treated like an outsider? Sure was. But while I was labeled the "black sheep," I was focused on living my best life like the G.O.A.T. Viewed as the outsider, in my family, at school, in the workplace; but that position became my power. I pushed harder, took bolder risks, and chose to shine even when standing alone. And here's what I know for sure: every single time I bet on myself, I won. Err go...why I'm taking the title of G.O.A.T.<h3>When Systems Fail, We Stand</h3>There's a voice that speaks to us in moments of great darkness, like now. When institutions crumble, when leaders fail (spectacularly), when people and the systems we trusted reveal their fragility. That voice doesn't whisper retreat; it thunders with clarity. It demands that we stand in the gap between what is and what ought to be.Our calling isn't to abandon the battlefield because it's muddy and treacherous. Our calling is to plant our feet firmly on contested ground and declare: "This is where I make my stand." Because, when others grow weary, you gotta grow stronger.When politics disappoints and disgusts us (like every 3 seconds), the easy path is to surrender our citizenship, but the real test is standing tall and reclaim it. We participate more fiercely, more intentionally, with eyes wide open to both the beauty and brokenness of democracy. As George Bernard Shaw so powerfully articulated:<blockquote>&nbsp;This is the true joy in life, the being used for a purpose recognized by yourself as a mighty one; being thoroughly worn out before you are thrown on the scrap heap; being a force of Nature instead of a feverish selfish little clod of ailments and grievances complaining that the world will not devote itself to making you happy.</blockquote>These words resonate in my soul because I've come to understand this universal truth: our lives really belong to the community, and as long as we draw breath, it is our sacred privilege, our divine responsibility, to lift others (who want to be lifted) as we climb.<h3>The Power of Proximity and Personal Transformation</h3>Today, as the co-founder and CEO of Fusion Collective, I'm not just leading a company, I'm architecting a movement. We're a rag-tag crew of technically brillant bridge-builders, crafting bespoke strategies that transcend traditional boundaries. But make no mistake: our true north is not just technological innovation, but human transformation—for everyone.It's true, the magnitude of suffering in our world can paralyze us. But transformation doesn't begin with solving all problems everywhere, it begins with seeing the person right in front of you, just as clearly as you finally learn to see yourself.&nbsp; Same as I tell my clients, start small, you don't have to boil the ocean.I've learned to recognize that my deepest wounds revealed my most profound purpose. The challenges that were designed to break me instead became the foundation upon which I built a life of impact. The pain that could have hardened my heart instead expanded my capacity for compassion. And I do forget sometimes. I do get sad but then I remember - I've overcome every bad day. And say to myself, "girrrrlll you battin' a thousand!"Because truth be told, when we stand in authentic power, we can truly see:<ul><li>The colleague who lost their job and needs more than empty platitude posts on LinkedIn.</li><li>The neighbor targeted for their identity who needs more than silent sympathy and looking the other way.</li><li>The stranger navigating challenges without the advantages we take for granted. </li></ul>These aren't abstract problems to be solved with ideology. They are human lives intertwined with our own, asking not for our pity but for our presence, creating compassionate safe space for them to just be (i.e., you not going into fix it mode).This is why I'm always saying: "Nothing about us without ALL of us." The table of transformation must expand to include every voice, especially those consistently and systematically silenced and marginalized.<h3>The Courage to Speak Your Truth</h3>In a world drowning in convenient lies, perfectly staged Instagram reels, and comfortable silence which disturbs your inner peace, truth-telling actually becomes an act of radical courage. It requires the same fierce determination that propelled me from a child punished for curiosity to a visionary who refuses to be invisible.Just think: What would become possible if you stopped waiting for permission to be extraordinary? If you stopped waiting for someone to validate what you already have and know? That you are brillant, perfectly imperfect and all that and a bag of chips?Truth-telling means:<ul><li>Calling things by their proper names when everyone else hides behind euphemisms.</li><li>Condemning what deserves condemnation, even when silence would be easier. </li><li>Declaring who WE are—good, kind, brilliant, magical, unstoppable, and refusing to let darkness claim victory in our name.</li></ul>I know this with bone-crushing certainty: Your geneder, your background, your challenges, your perceived limitations are not your destiny. They are merely the raw materials from which YOU will construct your most magnificent self. Because believe me, hardship is the birthplace of heroism, so we must honor our scars, because they've made you who you are.When you dare to rewrite your narrative, to transform the bricks thrown in your path into an empire of possibility, you don't just change your own life; you become a living testament to what is possible, illuminating the path for countless others still finding their way through darkness. So, I hope someone reading this who can relate, doesn't give up.<h3>The Legacy That Matters</h3>Tomorrow is not promised. For no one. No matter what zip code, how much money you have or don't have, if you are regilous, spiritual&nbsp; or whatever. Tomorrow is not promised. For me that means that I live everyday like its my last. And if today is that day, I'm not haunted by what I might lose but by what I might have failed to give. It's this understanding which led me to embrace a powerful quote that I want etched on my tombstone:<blockquote>Be ashamed to die until you have scored some victory for humanity.</blockquote>Imagine a world where every person woke up each morning with this fire burning in their chest. Where our collective purpose wasn't mere accumulation or domination but transformation; the relentless pursuit of improving the human condition, of elevating civilization itself through our unique gifts.In the end, my legacy is not about what I leave for people, but what I plant within them—the seeds of knowledge, the roots of unshakable confidence, the profound belief that they are not just participants in the future, but its creators. I want every individual to understand that they belong at the table of innovation, that they have the power to transform the world.<h3>When All This Darkness Feels Overwhelming</h3>Trust me. There are days, many days, when the weight of the world's brokenness threatens to crush my spirit. Days when cruelty is handsomely rewarded, when injustice prevails, when the worst of humanity parades victoriously across every TV screen and through the streets of our shared existence.Like this week. I know those days intimately, the moments when my chest tightens with the suffocating realization that progress isn't linear, that battles I thought were won must be fought again and again and again.&nbsp;And it's on these days, that I remember my quiet defiance as a kid, whispering to myself after every beating/rejection: "Just breathe, just wait." Remember how I transformed every limitation into liberation, every wound into wisdom. Remember that the flames meant to destroy me instead forged me into an unstoppable force of nature. Remember to look at my inner wrist of the tattoo of a phoenix as a reminder - you burned to rise.Despair is not a strategy. Cynicism is not wisdom. Withdrawal is not protection.Instead, think of your one task—the only assignment that truly matters in this fleeting, magnificent life you've been granted. Stand up when every fiber of your being wants to collapse. Speak your truth when silence promises stagnant comfort. Create something beautiful in defiance of hate and ugliness. Build something lasting.Because here's the truth that power-hungry individuals throughout history have tried desperately to conceal: A single human being, standing in the fullness of their conviction and compassion, contains more transformative potential than all the armies ever mustered. FULL STOP!Fill your hearts with courage and strength because regardless of what you may think or feel, your contributions do matter. They matter more than you could possibly imagine.You have one life. One voice. One heart. One pair of hands.And so, I have one ask. Will you sign up for your one more task? That task is: Score a victory for humanity before your time is done.So, I ask you today: What will you choose? Will you let fear whisper you into staying small, or will you step boldly into the unknown, ready to create the life you were destined to live? Because here's what I know for sure: together, we can shatter every limitation, every "impossible," every "you can't." We can build a future where there won't be a "first" or an "only"—a future where technology, ambition, and courage don't just redefine what's possible—they make it inevitable.The only thing standing between you and that extraordinary future you want for yourself and the world, is the courage to take the first step.My torch is lit, burning with possibility, with promise, with power. Who's ready to take it and light up the world?

Breaking Scripts, Building Legacies: The Victory That Matters Most

<figure id="figure-7genufglgma9xk7ov"><img id="7genufglgma9xk7ov" src="https://cdn.durable.co/blocks/1bF07RqylahAdwfjArnKvwcTYf3kGYqVjzrv1BbFUk4oqS5awVgUzVn9TuwScve8.png" alt="" title="" class="object-cover bg-gray-100 " style="aspect-ratio: 1/1; object-position: 50% 60%;" data-corners="default" data-aspect="1:1" data-caption="Photo Credit: Yvette Schmitter ©2025 All Rights Reserved" data-positionx="50%" data-positiony="60%" data-fullwidth="false" data-mce-src="https://cdn.durable.co/blocks/1bF07RqylahAdwfjArnKvwcTYf3kGYqVjzrv1BbFUk4oqS5awVgUzVn9TuwScve8.png" data-mce-style="aspect-ratio: 1/1; object-position: 50% 60%;"><figcaption class="body-normal text-gray-500 mt-2">Photo Credit: Yvette Schmitter ©2025 All Rights Reserved</figcaption></figure><h3>The Battlefield Within</h3>Imagine declining an invitation to celebrate or spend time with someone you deeply care about—simply because you can't bear to face the other guests who will be there. That difficult colleague. That judgmental (insert word of choice) family member. That energy vampire whose very presence seems to drain your energy. As you make your excuse, you stand at a crossroads far more significant than any social gathering.This is not merely about attendance at an event. This is about the fundamental choice that defines your existence: Will you surrender your freedom to the perceived power of others, or will you claim the sovereign authority that has always belonged to you?<h3>The Ancient Wisdom That Changes Everything</h3>Nearly two thousand years ago, Emperor Marcus Aurelius wrote words that still stand the test of time and pierce through the unhelpful affirmations and ever-growing purveyors of placidity raging modern chaos:<blockquote>"The people I deal with today will be meddling, ungrateful, arrogant, dishonest, jealous, and surly. They are like this because they can't tell good from evil."</blockquote>In acknowledging this reality, the emperor wasn't giving us permission to condemn others. He was offering us liberation.He continued with the transformative insight: "But I have seen the beauty of good, and the ugliness of evil, and have recognized that the wrongdoer has a nature related to my own—not of the same blood or birth, but the same mind, and possessing a share of the divine."This recognition - that even those who wrong us share in our divine nature - doesn't just change how we see others. It fundamentally transforms who we become.<h3>The Radical Shift: It's Got Nothing to Do with Them</h3>When someone cuts you off in traffic, spreads gossip about you, or undermines your work, your instinctive response speaks volumes about what truly governs your life.Most live at the mercy of others' actions - puppets whose strings are pulled by every slight, every criticism, every disappointment. Their joy is hostage to circumstances beyond their control. Their peace is conditional on others' behavior.But there exists another way.Marcus Aurelius revealed it when he wrote: "And so none of them can hurt me. No one can implicate me in ugliness."This isn't naive optimism. This is radical self-ownership.The profound truth is this: No external force can diminish your inner light unless you grant it permission. The power to determine your emotional state has always rested within you alone.When you fully grasp that it's not about them - it's about you - you reclaim the power that was always rightfully yours.This doesn't mean ignoring injustice or accepting mistreatment. Rather, it means recognizing that your response to others' actions is your sacred territory. It is the one domain where your authority is absolute.<blockquote>Consider Marcus's words: "To feel anger at someone, to turn your back on him: these are obstructions."</blockquote>Obstructions to what? To your own divinity. To your own potential. To the person you were born to become.<h3>The Path Forward: Divine Collaboration</h3>Marcus reminds us: "We were born to work together like feet, hands, and eyes, like the two rows of teeth, upper and lower."This isn't just poetic imagery. It's a blueprint for transcendence.When you view difficult people as opportunities rather than obstacles, everything changes. Each challenging interaction becomes a chance to practice compassion, to demonstrate wisdom, to embody the highest version of yourself.<h3>The Daily Practice</h3>So, starting today, I challenge you to revolutionize your approach to difficult people:<ol><li>When triggered by someone's behavior, pause. Remember: This is not about them. This is your moment to choose who you become.</li><li>See the divine spark in them, however dim or dark it may appear. Not because they deserve it, but because this recognition liberates you.</li><li>Ask yourself: "What quality am I being invited to develop through this interaction?" Patience? Boundaries? Compassion? Courage? No *ucks given attitude? Unbothered? (i.e., lack the need to care).</li><li>Choose your response from a place of self-mastery rather than reactivity.</li></ol><h3>The Ultimate Outcome</h3>As you practice this approach consistently, you'll discover an astonishing truth: The people who once seemed placed in your path to torment you were actually there to transform you.The difficult boss, the challenging partner, the unreasonable client - these weren't obstacles to your happiness. They were catalysts for your evolution.By shifting your focus from controlling others or worrying about what people say, don’t say, do or don’t do to mastering yourself, you don't just change your experience of relationships. You change the very fabric of your existence.Remember: It was never about them. It was always about you.And in that realization lies your greatest power.

The Divine Mirror: Transforming Conflict Through Self-Mastery

Oh look, another AI breakthrough that works perfectly... if you're white. And now, another AI release without the safety documentation we were promised. See a pattern? I sure do.What's that? You're not white? Well, prepare to be transformed into whatever ethnically ambiguous stereotype the algorithm decided looks "close enough" to you! In my case, apparently that's "Black Female Jensen Huang" – a transformation so wildly off-base it would be laughable if it weren't so disturbing.<h3>The Great Action Figure Divide</h3>While social media, especially LinkedIn, floods with gleeful posts from white users showcasing their perfect AI action figures ("OMG look at me as an action figure!"), there's a darker side to this trend that nobody's talking about. ChatGPT 4o's image generation capabilities aren't the good for everyone at scale it's marketed to be.The pattern is painfully obvious:<ul><li>White user uploads photo → Gets back close to perfect action figure replica</li><li>Person of color uploads photo → Gets back......whatever stereotypical approximation the AI could muster.</li></ul><h3>My Personal AI Horror Story</h3>When I prompted ChatGPT to "Take the original photo and make a photorealistic action figurine with my face on it. It could be called 'Cloud Jedi' and I have a light saber," the same prompt used by a white male LinkedIn user who posted his output with tons of comments high fiving the output, I wasn't expecting perfection. But damn! I certainly wasn't expecting to be aged decades and transformed into what looks like NVIDIA's CEO wearing a really bad black wig. I tested this prompt 3 times and each version of my action figure continued to degrade – getting older, shorter and stumpier. The only thing it got correct was the dress. Everything else – WRONG. Case in point, in the original picture, I’m not wearing glasses but in the AI version, my action hero is wearing glasses.<figure id="figure-8byoyg1qaim9kj877b"><img id="8byoyg1qaim9kj877b" src="https://cdn.durable.co/blocks/068AoN9V4WsWjecvSw9vZ9q6s4IBBbN7vZvHwjWMxmjDETHkLz3kDoTdTdIeJjdF.png" alt="" title="" class="object-cover bg-gray-100 " style="aspect-ratio: 3/2; object-position: 50% 75%;" data-corners="default" data-aspect="3:2" data-caption="Resulting Action Hero from ChaptGPT 4o" data-positionX="50%" data-positionY="75%" data-fullWidth="false"/><figcaption class="body-normal text-gray-500 mt-2">Resulting Action Hero from ChaptGPT 4o</figcaption></figure>This isn't just "oh the AI made a mistake" territory. This is deeply concerning evidence of fundamental flaws in the training data. The system clearly hasn't been exposed to enough diverse faces to recognize and accurately represent people who don't fit the white default. It appears that the model trained on images, probably from those scraped off a lot of news sites. Other than Xi Jinping, what other Asian person has been in the news constantly for years? Jensen Huang. So, here we are.<figure id="figure-ragkp3tjzkm9kgwo9h"><img id="ragkp3tjzkm9kgwo9h" src="https://cdn.durable.co/blocks/0XA9cLWSmX5Rhzj2wLHqb5MdnRIdLz5KedcwG4PdtYS9U1E3qLleo39wR1dxzg0a.png" alt="" title="" class="object-cover bg-gray-100" style="aspect-ratio: 16/9; object-position: 50% 25%;" data-corners="default" data-aspect="16:9" data-caption="Jensen Huang, CEO of NVIDIA" data-positionx="50%" data-positiony="25%" data-fullwidth="false" data-mce-src="https://cdn.durable.co/blocks/0XA9cLWSmX5Rhzj2wLHqb5MdnRIdLz5KedcwG4PdtYS9U1E3qLleo39wR1dxzg0a.png" data-mce-style="aspect-ratio: 16/9; object-position: 50% 25%;"><figcaption class="body-normal text-gray-500 mt-2">Jensen Huang, CEO of NVIDIA</figcaption></figure><h3>The Black Box Gets Blacker: OpenAI's Transparency Problem</h3>And now, we learn that OpenAI has launched GPT-4.1 without the safety report that typically accompanies their model releases. According to <a data-mce-href="https://au.finance.yahoo.com/news/openai-ships-gpt-4-1-161205852.html?utm_source=tldrinfosec&amp;guccounter=1" href="https://au.finance.yahoo.com/news/openai-ships-gpt-4-1-161205852.html?utm_source=tldrinfosec&amp;guccounter=1" target="_blank" rel="noopener">OpenAI </a>spokesperson Shaokyi Amdo, "GPT-4.1 is not a frontier model, so there won't be a separate system card released for it."This attitude is particularly alarming when paired with what we're seeing in the action figure fiasco. How can we identify, address, and fix biases in systems that companies won't even document properly?Former OpenAI safety researcher Steven Adler noted that system cards are "the AI industry's main tool for transparency and for describing what safety testing was done." Without them, we have no way of knowing what, if any, testing was done to ensure fair performance across demographics.This comes at a time when OpenAI is already facing criticism from former employees about potentially cutting corners on safety work due to competitive pressures. The Financial Times recently reported that OpenAI has "slashed the amount of time and resources it allocates to safety testers."<h3>The Compounding Crisis: Less Transparency + More Bias = Disaster</h3>When you combine biased systems with decreased transparency, you create a perfect storm for technological discrimination:<ul><li>Hidden Biases Go Unfixed: Without transparency reports, developers can quietly ship biased systems with no public documentation of their limitations.</li><li>No Accountability Mechanism: Companies can make vague promises about "improving" while continuing to deploy systems they know perform poorly for certain demographics.</li><li>Safety Becomes Optional: As OpenAI has demonstrated by opposing California's SB 1047, which would have required safety evaluations, the industry is fighting against being held to consistent standards.</li><li>Competitive Pressure Trumps Ethical Concerns: As companies race to release new models, safety and fairness testing becomes an expensive luxury rather than a requirement.</li><li>Diminished Public Trust: When users like me see wildly inaccurate racial representations and then learn companies aren't even publishing safety information anymore, it destroys trust in the entire field.</li></ul><h3>The Urgent Need for Action</h3>This isn't just about hurt feelings or disappointing toys. It's about fundamental representation in an AI-powered world where these systems increasingly determine how we're seen and understood. These failures reveal dangerous blind spots with far-reaching implications beyond novelty images.<h3>Immediate Technical Interventions Needed</h3>The AI industry must implement rigorous measures to address this systemic failure:<ol><li>Mandatory Safety Reporting:<ul><li>System cards must be required by law, not voluntary</li><li>Reports must be published before model deployment, not weeks or months after</li><li>Standard metrics must include performance across demographic groups</li></ul></li><li>Comprehensive Audit and Overhaul of Training Data:<ul><li>Independent third-party audits of all training datasets with transparent reporting of demographic representation</li><li>Intentional collection of diverse facial datasets that properly represent global populations</li><li>Documentation of representation metrics as a standard industry practice</li></ul></li><li>Diversity in Development Teams:<ul><li>Hiring practices that ensure AI teams reflect the diversity of potential users</li><li>Inclusion of ethnically diverse testers in all phases of development</li><li>Cultural competency training for all AI developers</li></ul></li><li>Testing Protocols That Center Marginalized Users:<ul><li>Implementation of "bias bounties" where users can report representational failures</li><li>Pre-release testing focused specifically on historically marginalized groups</li><li>Regular public transparency reports showing performance across demographic groups</li></ul></li><li>Meaningful Accountability Mechanisms:<ul><li>Financial consequences for companies that release demonstrably biased systems</li><li>Regulatory frameworks that require equity in AI performance</li><li>Consumer-friendly methods to report and track bias incidents</li></ul></li></ol><h3>Beyond Technical Fixes</h3>The problem runs deeper than code. We need cultural and structural changes:<ul><li>End the "Move Fast, Break People" Culture:<ul><li>The tech industry's "move fast and break things" mentality is particularly harmful when what's "breaking" is the dignity and representation of marginalized communities</li><li>Companies must be held accountable when competitive pressure leads to cutting corners on safety and fairness testing</li></ul></li><li>Redefine "Good Performance":<ul><li>Success metrics must include equitable performance across all demographic groups</li><li>No system should be considered "ready" if it works well only for majority populations</li><li>End the practice of releasing systems with known demographic biases</li></ul></li><li>User Education and Empowerment:<ul><li>Clear communication about system limitations to all users</li><li>Tools that allow users to identify and report bias</li><li>Resources for understanding how bias manifests in AI systems</li></ul></li><li>Ethical Frameworks With Teeth:<ul><li>Industry-wide adoption of ethical AI principles that prioritize representational equity</li><li>Concrete metrics to evaluate adherence to these principles</li><li>External oversight bodies with enforcement capabilities</li></ul></li><li>Public Pressure When Voluntary Measures Fail:<ul><li>Support legislation like California's SB 1047 that would make safety evaluations mandatory</li><li>Hold companies accountable when they fail to live up to their own stated principles</li><li>Demand transparency as a prerequisite for public trust</li></ul></li></ul>The tech industry loves to talk about "moving fast and breaking things." But when the "things" being broken are the dignity and accurate representation of entire populations, we need to fundamentally reconsider our priorities. <blockquote>An AI future where only certain people get to see themselves accurately reflected isn't innovation—its digital colonialism dressed up as progress.&nbsp; </blockquote><h3>The Real Question</h3>While everyone's busy playing with their shiny new AI toys, we need to ask: who gets left out of the future we're building? And are we comfortable with a world where some people get accurate representations while others get crude approximations?Next time you see those perfect ChatGPT action figures flooding your timeline, remember there's a whole segment of the population getting Jensen Huang'd instead. And maybe ask yourself: if the technology can't see us clearly, and the companies won't tell us how they're testing it, should anyone be using it at all?

The AI Action Figure Fiasco: How OpenAI's Transparency Problem Makes Bias Even Worse

Yvette Schmitter

My name is Yvette Schmitter, and I’m a dynamic, international motivational, keynote speaker and technology leader on a mission to transform the future of tech into a force that includes and uplifts us all. Drawing from my expertise in AI, cloud computing, and digital transformation, I empower audiences to lead with courage, dismantle barriers, and create solutions that bridge divides and drive lasting impact. Let’s build a future where innovation isn’t just progress—it’s progress for all. Join me in shaping the future we all deserve. My mission is to redefine the future of technology by championing innovation that includes and empowers all. As a trailblazer in the tech industry, I lead with purpose and passion, ensuring that every room where decisions are made is filled with diverse perspectives, so that technology truly serves humanity—not just a privileged few. By breaking down barriers and building bridges, I’m committed to creating a tech landscape where every voice is heard, every experience is valued, and every community has the opportunity to thrive.


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