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Tech Blog

How we build a
short drama platform

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.

updated September 15, 2026|9 posts, written when something ships|rss

Where people are watching

plotting…

AI models

Which models we run, where they sit in the pipeline, and the ones we measured and switched off.

  1. 01
    /Giles W. · Head of Engineering

    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.

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  2. 02
    /Giles W. · Head of Engineering

    Subtitles: we run the model ourselves

    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.

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  3. 03
    /Giles W. · Head of Engineering

    Why the crop is centred

    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.

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Creator tools

What a creator can do to a season after it is published.

  1. 02
    /Tina T. · Creator Partnerships

    Tap to send a heart, hold to send a token

    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.

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Analytics

What we measure, what we refuse to measure, and who is allowed to see it.

Playback

Getting a vertical picture onto every screen without wrecking it.

Payments

The distance between wanting the next episode and watching it.

  1. 01
    /Andy S. · Chief Executive Officer

    We removed the account from the checkout

    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.

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Discovery

How a story gets found by somebody who cannot name it.

  1. 01
    /Evan R. · Creator Partnerships

    Search the words, not the titles

    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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