The latest articles on DEV Community by samkuchimoto (@samkuchimoto). https://dev.to/samkuchimoto https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3959084%2Fad48b19b-8d75-44c7-883c-878e63ce3d84.png https://dev.to/samkuchimoto en samkuchimoto Fri, 29 May 2026 21:13:30 +0000 https://dev.to/samkuchimoto/how-do-you-stop-ai-from-missing-the-bias-thats-actually-there-c37 https://dev.to/samkuchimoto/how-do-you-stop-ai-from-missing-the-bias-thats-actually-there-c37 <p>A child laughs on a playground. Pure. Unbothered. The world owes him nothing yet and he owes it nothing back.<br> Then he grows up.<br> He does everything right. Studies. Works. Sends his resume. Waits.<br> Rejected.<br> Sends it again. Rejected. Again. Rejected.<br> The smile disappears. Not slowly. Suddenly. The day you realize the system was never built for you.<br> An empty stomach has no dignity. A person denied the right to work is not just unemployed, they are being told their existence has no value. That is not a glitch. That is a choice someone made.<br> 72 million rejections per year in the US alone. The algorithm decides in 0.8 seconds. No human ever reads his name.<br> AI did not build this system. Humans did. AI just made the discrimination invisible, scalable, and deniable.<br> So I built BiasLens. Paste your rejection. 30 seconds. Scans for documented discrimination patterns under US employment law. Free. Anonymous. No account.<br> The hardest part was not building the scanner. It was forcing the AI to say "no bias found" when there isn't any, instead of manufacturing injustice to seem useful.<br> How do you stop AI from missing the bias that's actually there, without inventing bias that isn't?<br> I am still solving that. For that child. For every human who deserves to keep smiling.</p> <p><a href="https://biaslens-justice.vercel.app/" rel="noopener noreferrer">https://biaslens-justice.vercel.app/</a></p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1q8kkh8gzwtxclzns3d8.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1q8kkh8gzwtxclzns3d8.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fu8oddduqnvwr69wnpwye.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fu8oddduqnvwr69wnpwye.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpiplccko48f0t7u1un4n.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpiplccko48f0t7u1un4n.png" alt=" " width="800" height="640"></a></p> ai career discuss productivity