The latest articles on DEV Community by Gephel Chingtham (@gephelchingtham). https://dev.to/gephelchingtham https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4078972%2F648ae21d-bb56-48da-86bd-ee847dcf4967.jpg https://dev.to/gephelchingtham en Gephel Chingtham Sat, 15 Aug 2026 12:56:14 +0000 https://dev.to/gephelchingtham/how-i-built-a-real-time-ai-moderation-pipeline-to-eliminate-online-toxicity-for-teens-293f https://dev.to/gephelchingtham/how-i-built-a-real-time-ai-moderation-pipeline-to-eliminate-online-toxicity-for-teens-293f <p>Most social platforms handle moderation after damage is done—users report a toxic comment, a human or bot reviews it hours later, and the victim has already read it.</p> <p>While building Solvry (an anonymous peer-support web app for teens), zero-toxicity was non-negotiable. I needed pre-ingestion moderation fast enough to validate content without adding lag to the UI.</p> <p>How it works:<br> User submits a post or response.<br> The payload hits real-time AI moderation middleware evaluating toxicity, harassment, and crisis intent.<br> Harassing/toxic content is intercepted and dropped immediately.<br> High-risk crisis signals auto-surface immediate, localized hotline resources (20+ countries supported).<br> The UI Approach:<br> I opted for an Apple-inspired, high-contrast minimalist interface—zero clutter, zero algorithm-driven ragebait, and full anonymity.<a href="https://solvry-repo-production.up.railway.app/" rel="noopener noreferrer">Check out the live build here</a></p> <p>Would love to hear how other devs are handling edge-case prompt injection and moderation latencies in real-time apps<a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/url" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/url" width="800" height="400"></a></p> webdev ai showdev javascript