From the studio

Blog.

How duplicate detection actually works, and how teams repurpose video at scale without tripping it — guides, explainers and playbooks for social-media agencies.

Explainer May 28, 2026 · 7 min read

Why Your Clients’ Reposted Reels Keep Flopping (and What Duplicate Detection Is Really Doing)

You posted the same winning Reel to a second account and it died on arrival. That’s not the algorithm being moody — it’s duplicate detection. Here’s the mechanism, and what to do about it.

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Playbook May 26, 2026 · 8 min read

How Agencies Repurpose One Video Across Dozens of Client Accounts — Without Triggering Duplicate Detection

Managing 30 client accounts and re-cutting every video by hand doesn’t scale. Here’s the batch-and-API workflow agencies use to produce account-safe variants at volume.

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Deep dive May 24, 2026 · 9 min read

Perceptual Hashing, Explained: PDQ, vpdq, and What Instagram & TikTok Actually Match

Perceptual hashing is the technology behind duplicate detection, copyright matching, and content moderation. Here’s how PDQ and vpdq actually work — in plain terms.

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