Technology

How AI Learned to See Human Action (2014–2026)

From 2014's Two-Stream Networks to 2026's edge-native spatio-temporal graphs, video AI moved from labeling actions to understanding physical cause-and-effect — the shift world models like Meta's V-JEPA made possible.

· 9 min read
Technology

From Video Transformers to World Models

Video Transformers taught AI to watch. World models are teaching it to imagine — running "what if I do this?" simulations before a robot or self-driving car ever moves.

· 9 min read
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Video Redaction: Build vs. Buy

Custom computer vision models sink roadmaps. Here are the three integration patterns that let SaaS teams ship enterprise-grade video redaction in weeks, not quarters.

· 9 min read

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