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⚡ AI Lessons
Dev.to · sentinel-safety
2mo ago
False Positives in Child Safety AI: Architecture Tradeoffs and Why They Matter
Every time a child safety system flags the wrong person, trust in the entire system erodes. A...
Dev.to · sentinel-safety
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
COPPA Compliance for Platform Developers: What the Law Actually Requires and How to Build It
The enforcement trend is clear. Epic Games: $275 million. Microsoft (Xbox): $20 million. YouTube:...
Dev.to · sentinel-safety
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Add Child Safety to Your Platform in 30 Minutes: A SENTINEL Integration Guide
If you're building a platform where users interact — a game, a community forum, a messaging app, an...
Dev.to · sentinel-safety
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
NCMEC Mandatory Reporting for Online Platforms: What Developers Need to Know
Every online platform that allows user-generated content faces a legal reality that most engineering...
Dev.to · sentinel-safety
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords
This is a technical walkthrough of SENTINEL's architecture. If you want to understand how a...
Dev.to · sentinel-safety
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional
Most machine learning systems for content moderation are built, evaluated on accuracy metrics, and...
Dev.to · sentinel-safety
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
What EU DSA and UK Online Safety Act require from your platform's child safety infrastructure
Building a platform where kids might be present? The regulatory landscape changed substantially in...
Dev.to · sentinel-safety
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Grooming operates over time. Here's how behavioral detection tracks it.
Every system designed to detect child grooming has the same problem: it's looking at the wrong unit...
Dev.to · sentinel-safety
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords
Keyword filters are a solved problem — solved by predators. They learned years ago to spell things...
Dev.to · sentinel-safety
🔐 Cybersecurity
⚡ AI Lesson
2mo ago
Privacy-Preserving Threat Federation: How Platforms Can Share Intelligence Without Sharing Data
Here's a problem that every trust and safety team eventually runs into: predators don't stay on one...
Dev.to · sentinel-safety
2mo ago
Building Compliance-Native Child Safety: What DSA and UKOSA Actually Require
If you operate a platform where users under 18 might be present — a game, a community forum, a...
Dev.to · sentinel-safety
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Why Keyword Filters Fail for Child Safety — and What Behavioral Detection Actually Looks Like
If your platform has users who might be minors, you're probably relying on a word list somewhere. A...
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