#Trust & Safety

Bot Detection Beyond CAPTCHA: Behavioral Signals in Practice

CAPTCHAs frustrate legitimate users. Learn how to detect automated headless browser bots using mouse entropy, web audio fingerprinting, and JA3 TLS signatures.

Building a Trust Score System for a Marketplace

Learn how two-sided marketplaces compute real-time dynamic user trust scores using verified identity signals, transaction history, and review ratings.

The Content Moderation Challenge of AI Video at Viral Scale

The Trust & Safety engineering crisis. How social networks process millions of synthetic video clips per second using frame sampling, zero-shot multimodal classifiers, and C2PA.

Trust & Safety at Small Scale: Building Deterministic Content Moderation Rules Before ML (2026)

Deepfake Forensics in 2026: The Science of What Is (and Isn't) Detectable in Synthetic Media