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sentinel-safety

Open-source behavioral child safety platform. Detecting grooming through conversation patterns, not keyword filters.

Work

Sentinel Foundation — Open-Source Child Safety

False Positives in Child Safety AI: Architecture Tradeoffs and Why They Matter

False Positives in Child Safety AI: Architecture Tradeoffs and Why They Matter

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6 min read
COPPA Compliance for Platform Developers: What the Law Actually Requires and How to Build It

COPPA Compliance for Platform Developers: What the Law Actually Requires and How to Build It

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7 min read
Add Child Safety to Your Platform in 30 Minutes: A SENTINEL Integration Guide

Add Child Safety to Your Platform in 30 Minutes: A SENTINEL Integration Guide

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5 min read
NCMEC Mandatory Reporting for Online Platforms: What Developers Need to Know

NCMEC Mandatory Reporting for Online Platforms: What Developers Need to Know

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6 min read
Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords

Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords

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5 min read
Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional

Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional

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5 min read
What EU DSA and UK Online Safety Act require from your platform's child safety infrastructure

What EU DSA and UK Online Safety Act require from your platform's child safety infrastructure

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4 min read
Grooming operates over time. Here's how behavioral detection tracks it.

Grooming operates over time. Here's how behavioral detection tracks it.

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6 min read
Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords

Inside SENTINEL: How 13 Microservices Detect Child Grooming by Behavior, Not Keywords

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6 min read
Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional

Fairness in Child Safety AI: Why Demographic Parity Audits Are Not Optional

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8 min read
Privacy-Preserving Threat Federation: How Platforms Can Share Intelligence Without Sharing Data

Privacy-Preserving Threat Federation: How Platforms Can Share Intelligence Without Sharing Data

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7 min read
Building Compliance-Native Child Safety: What DSA and UKOSA Actually Require

Building Compliance-Native Child Safety: What DSA and UKOSA Actually Require

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7 min read
Why Keyword Filters Fail for Child Safety — and What Behavioral Detection Actually Looks Like

Why Keyword Filters Fail for Child Safety — and What Behavioral Detection Actually Looks Like

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5 min read
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