Never ask a language model what time it is
Our episode analysis asks a language model which line of dialogue a clip should end on, and looks the time up itself. Asking the model for the timestamp produced numbers that fit nothing.
read →Tech Blog
How Generated Worlds builds a short drama platform: the models we run, the measurements behind each release, and what every one of them still does badly. Written by the people who ship it.
Which models we run, where they sit in the pipeline, and the ones we measured and switched off.
Our episode analysis asks a language model which line of dialogue a clip should end on, and looks the time up itself. Asking the model for the timestamp produced numbers that fit nothing.
read →Transcription runs on faster-whisper rather than a hosted API, with voice-activity detection on and the model kept in memory between episodes. What that choice fixes, and when it is the wrong one.
read →Following the subject with a face detector holds the subject slightly better and looks worse. On a catalogue with burnt-in captions it also destroys the captions.
read →What a creator can do to a season after it is published.
Creators can now trim the start and end of an episode and crop it to vertical from the series page, without re-exporting or re-uploading the file.
read →One control on the player does two things: a tap sends a free heart to the creator, a hold sends a token from the viewer's wallet. Both reach the studio that made the episode.
read →What we measure, what we refuse to measure, and who is allowed to see it.
Viewer Journey shows a short drama creator how far viewers get through their series, which episodes hold them and what they did next — with a worked example of how to read the charts.
read →Getting a vertical picture onto every screen without wrecking it.
Full screen on a computer now puts the vertical picture on the left and the episode list on the right, instead of a phone-shaped video floating in black.
read →The distance between wanting the next episode and watching it.
Viewers can now pay for the next episode, or the rest of a series, without creating an account first. A password comes afterwards, by email, if they want one.
read →How a story gets found by somebody who cannot name it.
Generated Worlds search now reads subtitles, so a half-remembered line finds the episode it came from and opens it at that moment.
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