Thumbnail on the current chapter-in-progress. Another chapterization of an illustration ... yeah u know the one 🎁

Essentially, that type of big fix in a manuscript (turning it into coherent chapters when it doesn't have them or has bad chapterization) is NOT editorial and you're hiring a different professional altogether: A ghostwriter.
...and they can be over $100/hour.

Alex, Suharitdamrong, Atito, Mustafa, Awais, Jackson, Deng, Elezi: Listen, Reason, and Segment: Aligning LALMs with Editorial Judgment for Media Chapterization https://arxiv.org/abs/2608.16539 https://arxiv.org/pdf/2608.16539 https://arxiv.org/html/2608.16539

A study by researchers at Columbia University in the US builds on what
we already know about this 'chapterization' of our lives, confirming
new sections are marked with a noticeable change in brain activity as
we move from place to place or activity to activity […]

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i regret to inform that this is how i learned Spotify does awful ai chapterization now... though it does seem somewhat apt

🎧🔍📊 Spotify's AI Transforms Podcast Navigation With Auto-Generated Chapters www.azoai.com/news/2024102... #AI #Innovation #PodcastTech #AudioSegmentation #Chapterization #ContentDiscovery #UserEngagement #SpotifyResearch #MachineLearning #PodcastEpisodes #DataScience

well, we have an image converter to turn images into string data and then once it loads through string loader convert it back to an image, this would be for educational books, but getting it to show in-line has been a bit of a problem, we've also met hurdles in chapterization and tag filters